{"claims":{"a-c01":{"assessments":[{"directness":"direct","fit":3,"rationale":"The institutional profile directly describes the research program.","source_id":"a-s01","stance":"supports"},{"directness":"direct","fit":2,"rationale":"The patent record directly supports memory-circuit inventorship.","source_id":"a-s03","stance":"supports"}],"author":"profiles-a","id":"a-c01","opposing_source_ids":[],"supporting_source_ids":["a-s01","a-s03"],"text":"Adam Teman's documented expertise includes low-power digital circuits, memory design and digital implementation.","uncertainty":"A current CV and exhaustive output review were not completed.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s01","a-s03"],"locator":"a-s01 lines 33-57 and 75-122; a-s03 lines 2-46","rationale":"The corrected claim removes unsupported hardware security. The opened Bar-Ilan profile supports low-power integrated-circuit and memory work, and the patent record confirms Teman's digital memory inventorship.","verdict":"supports"}]},"a-c02":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Low-power memory capability is relevant to intermittent edge systems.","source_id":"a-s01","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"Berkeley's current directory explicitly links Rabaey to low-power system design, wireless systems and biomedical interfaces.","source_id":"a-s04","stance":"supports"}],"author":"profiles-a","id":"a-c02","opposing_source_ids":[],"supporting_source_ids":["a-s01","a-s04"],"text":"Hypothesis: Teman could lead resilient memory and digital design for intermittently powered biological edge sensors.","uncertainty":"The application, fabrication route and collaborator interest are unverified.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s01","a-s04"],"locator":"a-s01 lines 33-57; a-s04 lines 58-63","rationale":"Teman's low-power memory expertise and the newly opened Berkeley directory's sensor-network, low-power system, integrated-circuit and biomedical-interface fields ground the revised hypothesis.","verdict":"supports"}]},"a-c03":{"assessments":[{"directness":"direct","fit":3,"rationale":"The institutional profile directly lists these research areas.","source_id":"a-s05","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The publication demonstrates network-failure inference.","source_id":"a-s06","stance":"supports"}],"author":"profiles-a","id":"a-c03","opposing_source_ids":[],"supporting_source_ids":["a-s05","a-s06"],"text":"Orr Levy's documented expertise combines biological-network analysis, aging research, machine learning and multi-omics.","uncertainty":"The bounded review did not inspect a current CV.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s05","a-s06"],"locator":"a-s05 lines 35-44 and 117-125; a-s06 lines 62-80 and 109-127","rationale":"The profile directly covers biological networks, aging, AI and single-cell multi-omics, and the publication record confirms Levy's generative-model work on failure coupling.","verdict":"supports"}]},"a-c04":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Network coupling methods could be adapted to cell-state systems.","source_id":"a-s06","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Gladyshev's single-cell and intervention data provide the complementary evidence base.","source_id":"a-s07","stance":"supports"}],"author":"profiles-a","id":"a-c04","opposing_source_ids":[],"supporting_source_ids":["a-s06","a-s07"],"text":"Hypothesis: Levy could build cell-type aging-resilience maps by combining failure-coupling inference with comparative longevity signatures.","uncertainty":"Causality and cross-species transfer are unproven.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s06","a-s07"],"locator":"a-s06 lines 62-80; a-s07 lines 66-67","rationale":"The opened sources support the two methodological inputs: network failure-coupling inference and Gladyshev's single-cell biological-age methods. The claim is appropriately framed as a hypothesis.","verdict":"supports"}]},"a-c05":{"assessments":[{"directness":"direct","fit":3,"rationale":"The institutional profile directly describes the methods.","source_id":"a-s08","stance":"supports"},{"directness":"direct","fit":2,"rationale":"The patent record supports tissue-guidance inventorship.","source_id":"a-s10","stance":"supports"}],"author":"profiles-a","id":"a-c05","opposing_source_ids":[],"supporting_source_ids":["a-s08","a-s10"],"text":"Orit Shefi's documented expertise includes neuronal guidance, three-dimensional cellular platforms and magnetic manipulation.","uncertainty":"The complete current portfolio was not reviewed.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s08","a-s10"],"locator":"a-s08 line 42; a-s10 lines 17-25","rationale":"Shefi's profile directly states neuronal engineering, 3D regeneration platforms and magnetic cell manipulation; the patent independently confirms tissue-repair inventorship.","verdict":"supports"}]},"a-c06":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Her neural-patterning and magnetic-control work is technically relevant.","source_id":"a-s08","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Schmidt's regenerative biomaterials offer the needed scaffold complement.","source_id":"a-s11","stance":"supports"}],"author":"profiles-a","id":"a-c06","opposing_source_ids":[],"supporting_source_ids":["a-s08","a-s11"],"text":"Hypothesis: Shefi could lead magnetically adjustable living scaffolds for peripheral nerve repair.","uncertainty":"In-vivo safety, durability and partner interest are unknown.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s08","a-s11"],"locator":"a-s08 line 42; a-s11 lines 28-34","rationale":"Shefi's magnetic manipulation and directed neuronal regeneration are complemented by Schmidt's neural-regeneration biomaterials profile. The living-scaffold proposal remains explicitly hypothetical.","verdict":"supports"}]},"a-c07":{"assessments":[{"directness":"direct","fit":3,"rationale":"The profile directly records his surface-science program.","source_id":"a-s12","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The repository document is directly about ultra-slippery anti-biofouling coatings.","source_id":"a-s13","stance":"supports"},{"directness":"direct","fit":2,"rationale":"The patent supports adaptive antifouling-surface inventorship.","source_id":"a-s14","stance":"supports"}],"author":"profiles-a","id":"a-c07","opposing_source_ids":[],"supporting_source_ids":["a-s12","a-s13","a-s14"],"text":"Alexander Tesler's documented expertise covers slippery anti-fouling interfaces, wetting and nanostructured surface chemistry.","uncertainty":"Current CV coverage is incomplete.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s12","a-s13","a-s14"],"locator":"a-s12 lines 36-38 and 70-92; a-s13 lines 20-38, 95-127 and 392-395; a-s14 lines 17-27","rationale":"Tesler's institutional profile directly supports wetting, slippery surfaces, nanostructures and anti-fouling; the newly opened Wiley record verifies the exact 2025 work and corresponding authorship, while the patent confirms related inventorship.","verdict":"supports"}]},"a-c08":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The paper supplies the aerophilic and liquid-infused anti-fouling base.","source_id":"a-s13","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Adaptive biomimetic materials supply the complementary design context.","source_id":"a-s15","stance":"supports"}],"author":"profiles-a","id":"a-c08","opposing_source_ids":[],"supporting_source_ids":["a-s13","a-s15"],"text":"Hypothesis: Tesler could test adaptive anti-fouling surfaces that maintain performance across changing flow conditions.","uncertainty":"The adaptation mechanism, industrial durability and manufacturability remain untested.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s13","a-s15"],"locator":"a-s13 lines 123-127 and 392-395; a-s15 lines 66-68","rationale":"The revised hypothesis removes unsupported heat-exchange and self-reporting specifics. Wiley documents Tesler's aerophilic and liquid-infused anti-fouling surfaces, while Aizenberg's profile provides the adaptive-material complement.","verdict":"supports"}]},"a-c09":{"assessments":[{"directness":"direct","fit":2,"rationale":"The official page supports identity while leaving role details unresolved.","source_id":"a-s16","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The official event report directly attributes co-leadership.","source_id":"a-s17","stance":"supports"}],"author":"profiles-a","id":"a-c09","opposing_source_ids":[],"supporting_source_ids":["a-s16","a-s17"],"text":"Alexandra Simonovsky is documented on a Bar-Ilan Engineering identity page and as a co-lead of an AI-agent hackathon; teaching and research roles were not verified.","uncertainty":"Teaching role, research appointment, publications and the surname alias remain unresolved.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s16","a-s17"],"locator":"a-s16 lines 16-24; a-s17 lines 19-28","rationale":"The revised claim now matches the opened originals: the sparse official page verifies Simonovsky's name and Litinsky email alias, the event page verifies co-leadership, and teaching and research roles remain explicitly unverified.","verdict":"supports"}]},"a-c10":{"assessments":[{"directness":"inferential","fit":2,"rationale":"AI-agent event co-leadership supplies a bounded coordination context.","source_id":"a-s17","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Piech offers complementary computing-and-learning expertise.","source_id":"a-s18","stance":"supports"}],"author":"profiles-a","id":"a-c10","opposing_source_ids":[],"supporting_source_ids":["a-s17","a-s18"],"text":"Hypothesis: Simonovsky could help structure evidence-based evaluation for AI-agent prototypes in a future event.","uncertainty":"Her research remit, governance role and ability to lead a study must be confirmed before planning.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s17","a-s18"],"locator":"a-s17 lines 21-28; a-s18 lines 15-22","rationale":"The revised, bounded hypothesis is grounded in Simonovsky's verified AI-agent event co-leadership and Piech's computing-education and learning-evaluation expertise; it no longer asserts a teaching role or first-year mathematics scope.","verdict":"supports"}]},"a-c11":{"assessments":[{"directness":"direct","fit":3,"rationale":"The faculty profile directly lists the research areas.","source_id":"a-s19","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The paper demonstrates coded-modulation analysis.","source_id":"a-s20","stance":"supports"}],"author":"profiles-a","id":"a-c11","opposing_source_ids":[],"supporting_source_ids":["a-s19","a-s20"],"text":"Ephraim Zehavi's documented expertise includes coded modulation, wireless receivers, MIMO tracking and resource allocation.","uncertainty":"Current activity and specific patent records were not verified.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s19","a-s20"],"locator":"a-s19 lines 97-140; a-s20 page 1 lines 0-15","rationale":"The current Bar-Ilan page directly lists wireless communications, coding, MIMO tracking and game-theoretic resource allocation; the opened IEEE paper verifies the coded-modulation contribution.","verdict":"supports"}]},"a-c12":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Coding and allocation methods are relevant to resilient sensor links.","source_id":"a-s19","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Goldsmith's wireless-system expertise supplies complementary testbed context.","source_id":"a-s21","stance":"supports"}],"author":"profiles-a","id":"a-c12","opposing_source_ids":[],"supporting_source_ids":["a-s19","a-s21"],"text":"Hypothesis: Zehavi could design failure-tolerant coded links for distributed scientific sensors.","uncertainty":"Hardware access, spectrum and current availability are unknown.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s19","a-s21"],"locator":"a-s19 lines 123-140; a-s21 lines 120-143","rationale":"Zehavi's coding and wireless scope and the newly opened current Stony Brook profile's wireless, information and control expertise ground the failure-tolerant link hypothesis.","verdict":"supports"}]},"a-c13":{"assessments":[{"directness":"direct","fit":3,"rationale":"The profile directly describes the program.","source_id":"a-s22","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The paper directly develops person-skill fit.","source_id":"a-s23","stance":"supports"}],"author":"profiles-a","id":"a-c13","opposing_source_ids":[],"supporting_source_ids":["a-s22","a-s23"],"text":"Hila Chalutz-Ben Gal's documented expertise combines people analytics, workforce networks, person-skill fit and organizational AI.","uncertainty":"A current CV was not verified.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s22","a-s23"],"locator":"a-s22 lines 38-60; a-s23 lines 20-21 and 60-62","rationale":"The profile directly covers people analytics, organizational AI and work modelling, while the publication record verifies the person-skill-fit concept and 2023 date.","verdict":"supports"}]},"a-c14":{"assessments":[{"directness":"inferential","fit":2,"rationale":"People analytics and skill-fit methods support the local measurement layer.","source_id":"a-s22","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Digital-economy research supplies complementary productivity context.","source_id":"a-s24","stance":"supports"}],"author":"profiles-a","id":"a-c14","opposing_source_ids":[],"supporting_source_ids":["a-s22","a-s24"],"text":"Hypothesis: Chalutz-Ben Gal could lead a privacy-governed observatory of how AI changes university skills and roles.","uncertainty":"Privacy, causal attribution and use in personnel decisions require governance.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s22","a-s24"],"locator":"a-s22 lines 38-60; a-s24 line 50 and AI/work entries","rationale":"Chalutz-Ben Gal's organizational AI and workforce expertise and Brynjolfsson's AI-productivity research provide a credible basis for the explicitly governance-bounded observatory hypothesis.","verdict":"supports"}]},"a-c15":{"assessments":[{"directness":"direct","fit":3,"rationale":"The profile directly states the research program.","source_id":"a-s25","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The institutional feature describes the specific defect-control result.","source_id":"a-s26","stance":"supports"}],"author":"profiles-a","id":"a-c15","opposing_source_ids":[],"supporting_source_ids":["a-s25","a-s26"],"text":"Yossef Efraim Panfil's documented expertise includes colloidal nanocrystal synthesis and controlled room-temperature quantum-emitting defects.","uncertainty":"The reported patent application lacks a verified identifier.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s25","a-s26"],"locator":"a-s25 lines 39-52; a-s26 lines 19-26","rationale":"The institutional sources support colloidal nanocrystals, controlled defects and room-temperature quantum-property goals. The reported patent remains correctly bounded without an identifier.","verdict":"supports"}]},"a-c16":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Colloidal defect emitters provide the material platform.","source_id":"a-s25","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Spin-photon and nanosensor expertise provides the interface complement.","source_id":"a-s27","stance":"supports"}],"author":"profiles-a","id":"a-c16","opposing_source_ids":[],"supporting_source_ids":["a-s25","a-s27"],"text":"Hypothesis: Panfil could develop a solution-processable room-temperature spin-photon platform with integrated optical interfaces.","uncertainty":"Coherence, batch reproducibility and device losses are unproven.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s25","a-s27"],"locator":"a-s25 lines 39-52; a-s27 line 33","rationale":"Panfil's colloidal quantum-material platform and Atatüre's spin-photon interfaces and nanoscale quantum sensors ground the proposed match; coherence and integration remain stated uncertainties.","verdict":"supports"}]},"a-c17":{"assessments":[{"directness":"direct","fit":3,"rationale":"The institutional profile directly lists these methods.","source_id":"a-s28","stance":"supports"},{"directness":"direct","fit":2,"rationale":"The cited work demonstrates high-gamma network analysis.","source_id":"a-s29","stance":"supports"}],"author":"profiles-a","id":"a-c17","opposing_source_ids":[],"supporting_source_ids":["a-s28","a-s29"],"text":"Yaara Erez's documented expertise covers human brain networks, neuroimaging, electrophysiology and machine learning.","uncertainty":"A current CV was not verified.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s28","a-s29"],"locator":"a-s28 lines 33-47 and 92-127; a-s29 line 1179","rationale":"Erez's profile directly states brain networks, neuroimaging and machine learning, and the cited high-gamma paper supplies electrophysiological evidence.","verdict":"supports"}]},"a-c18":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Her neural-decoding expertise supports endpoint design.","source_id":"a-s28","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Non-invasive BCI engineering supplies the hardware complement.","source_id":"a-s30","stance":"supports"}],"author":"profiles-a","id":"a-c18","opposing_source_ids":[],"supporting_source_ids":["a-s28","a-s30"],"text":"Hypothesis: Erez could lead closed-loop non-invasive monitoring of cognitive load in controlled virtual tasks.","uncertainty":"Robustness, privacy and clinical transfer are unknown.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s28","a-s30"],"locator":"a-s28 lines 35-47; a-s30 lines 35-38","rationale":"Erez's neural signal-processing and cognitive research and He's non-invasive BCI expertise support the controlled-task monitoring hypothesis, with privacy and transfer correctly unresolved.","verdict":"supports"}]},"a-c19":{"assessments":[{"directness":"direct","fit":3,"rationale":"The profile directly identifies the research areas.","source_id":"a-s31","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The paper directly reports ionic and electronic transport measurements.","source_id":"a-s32","stance":"supports"}],"author":"profiles-a","id":"a-c19","opposing_source_ids":[],"supporting_source_ids":["a-s31","a-s32"],"text":"Yatir Sadia's documented expertise includes heteroanionic functional ceramics, ionic transport and thermoelectric materials.","uncertainty":"No current CV was verified.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s31","a-s32"],"locator":"a-s31 lines 35-48 and 92-94; a-s32 lines 25-34","rationale":"The profile explicitly lists heteroanionic materials, ionic conductivity, thermoelectrics and functional ceramics, and the 2025 paper record verifies fluoride-ion transport work.","verdict":"supports"}]},"a-c20":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The measured low-temperature ionic transport motivates a membrane or interlayer screen.","source_id":"a-s32","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Rupp's solid-state electrolyte chemistry and device-prototype work supplies a complementary integration path.","source_id":"a-s33","stance":"supports"}],"author":"profiles-a","id":"a-c20","opposing_source_ids":[],"supporting_source_ids":["a-s32","a-s33"],"text":"Hypothesis: Sadia could screen heteroanionic ceramics as membranes or interlayers for compact solid-state electrochemical devices.","uncertainty":"Ion identity, device chemistry, compatibility and efficiency require verification.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s32","a-s33"],"locator":"a-s32 lines 25-34; a-s33 lines 154-167","rationale":"The corrected hypothesis removes unsupported ammonia chemistry. The Sadia paper supports heteroanionic ionic transport, and the newly opened current TUM profile supports Rupp's solid-state electrolyte, ceramic-processing and energy-device expertise.","verdict":"supports"}]},"a-c21":{"assessments":[{"directness":"direct","fit":3,"rationale":"The lab page directly describes these systems.","source_id":"a-s34","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The paper demonstrates a temporal-optics experiment.","source_id":"a-s35","stance":"supports"}],"author":"profiles-a","id":"a-c21","opposing_source_ids":[],"supporting_source_ids":["a-s34","a-s35"],"text":"Moti Fridman's documented expertise includes time lenses, temporal cavities, ultrafast fiber optics and optical processing.","uncertainty":"A current CV was not verified.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s34","a-s35"],"locator":"a-s34 lines 15-17 and 43-56; a-s35 lines 8-25","rationale":"The lab page directly describes time lenses, temporal cavities, ultrafast lasers, nonlinear fiber and optical processing; the 2011 paper verifies Fridman's temporal-cloaking work.","verdict":"supports"}]},"a-c22":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Programmable temporal-optics devices provide a controllable experiment.","source_id":"a-s34","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Dudley's ultrafast-optics and AI interests provide a complementary control perspective.","source_id":"a-s36","stance":"supports"}],"author":"profiles-a","id":"a-c22","opposing_source_ids":[],"supporting_source_ids":["a-s34","a-s36"],"text":"Hypothesis: Fridman could build a self-driving temporal-photonics experiment using uncertainty-aware machine-learning control.","uncertainty":"Control access, sample efficiency and cross-system reproducibility are unknown.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s34","a-s36"],"locator":"a-s34 lines 15-17; a-s36 lines 5-10","rationale":"Fridman's temporal-photonics platform and Dudley's documented AI work in ultrafast nonlinear optics directly ground the self-driving experiment hypothesis.","verdict":"supports"}]},"a-c23":{"assessments":[{"directness":"direct","fit":3,"rationale":"The institutional profile directly lists the fields.","source_id":"a-s37","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The preprint demonstrates frequency-mode design.","source_id":"a-s38","stance":"supports"},{"directness":"direct","fit":2,"rationale":"The patent supports mode-multiplexing inventorship.","source_id":"a-s39","stance":"supports"}],"author":"profiles-a","id":"a-c23","opposing_source_ids":[],"supporting_source_ids":["a-s37","a-s38","a-s39"],"text":"Miri Blau's documented expertise spans quantum information, frequency-domain transformations, nonlinear optics and integrated photonics.","uncertainty":"A current CV and complete patent portfolio were not reviewed.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s37","a-s38","a-s39"],"locator":"a-s37 lines 34-64; a-s38 lines 9-15; a-s39 lines 17-25","rationale":"Blau's profile covers quantum information, nonlinear and integrated optics; the preprint verifies frequency-domain work, and the patent record verifies mode-division-multiplexing inventorship.","verdict":"supports"}]},"a-c24":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The coauthored N-way frequency-beamsplitter work supplies a transformation primitive and evidence of an existing connection.","source_id":"a-s38","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The group publication record confirms the existing collaboration and integrated-photonics context.","source_id":"a-s40","stance":"supports"}],"author":"profiles-a","id":"a-c24","opposing_source_ids":[],"supporting_source_ids":["a-s38","a-s40"],"text":"Hypothesis: Blau and Lipson could extend their existing frequency-beamsplitter collaboration toward a programmable processor spanning frequency and spatial photonic modes.","uncertainty":"Loss, scaling, fabrication complexity and interest in extending the collaboration remain unresolved.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s38","a-s40"],"locator":"a-s38 lines 9-15; a-s40 lines 82-98","rationale":"The frequency-beamsplitter work and Lipson lab record support high-dimensional frequency and integrated-photonic processing. The sources also show Blau and Lipson already coauthored the cited work, so this is an extension of an existing connection.","verdict":"supports"}]},"a-c25":{"assessments":[{"directness":"direct","fit":3,"rationale":"The profile directly describes the research program.","source_id":"a-s41","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The lab output directly documents single-photon blood-flow sensing.","source_id":"a-s42","stance":"supports"},{"directness":"direct","fit":2,"rationale":"The patent supports remote-monitoring inventorship under the fuller name form.","source_id":"a-s43","stance":"supports"}],"author":"profiles-a","id":"a-c25","opposing_source_ids":[],"supporting_source_ids":["a-s41","a-s42","a-s43"],"text":"Nisan Ozana's documented expertise includes optical-acoustical neuroimaging, cerebral blood-flow sensing and single-photon instrumentation.","uncertainty":"A current CV and full patent portfolio were not reviewed.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s41","a-s42","a-s43"],"locator":"a-s41 lines 51-53; a-s42 publication list; a-s43 lines 17-41","rationale":"The profile supports cerebral blood-flow sensing and brain-focused optical methods; the lab list identifies the single-photon work, and the patent record independently confirms Ozana's remote-monitoring inventorship.","verdict":"supports"}]},"a-c26":{"assessments":[{"directness":"inferential","fit":2,"rationale":"His multimodal instrumentation provides the sensing base.","source_id":"a-s41","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Boas's diffuse-optics and neurovascular work supplies a complementary validation path.","source_id":"a-s44","stance":"supports"}],"author":"profiles-a","id":"a-c26","opposing_source_ids":[],"supporting_source_ids":["a-s41","a-s44"],"text":"Hypothesis: Ozana could lead a hybrid optical-acoustic bedside monitor for cerebral perfusion.","uncertainty":"Depth, calibration, motion and clinical utility remain unproven.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s41","a-s44"],"locator":"a-s41 lines 51-53; a-s44 lines 4-27","rationale":"Ozana's optical-acoustical neuroimaging scope and Boas's neurophotonics, fNIRS and neurovascular-coupling work support the bedside-monitor hypothesis. Clinical utility remains explicitly unproven.","verdict":"supports"}]},"a-c27":{"assessments":[{"directness":"direct","fit":3,"rationale":"The institutional profile directly states the program.","source_id":"a-s45","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The CV documents outputs and patents.","source_id":"a-s46","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The 2026 paper demonstrates temporal background subtraction.","source_id":"a-s47","stance":"supports"},{"directness":"direct","fit":2,"rationale":"The patent supports target-detection inventorship.","source_id":"a-s48","stance":"supports"}],"author":"profiles-a","id":"a-c27","opposing_source_ids":[],"supporting_source_ids":["a-s45","a-s46","a-s47","a-s48"],"text":"Amos Danielli's documented expertise includes magnetic-particle concentration, optical background suppression and rapid biomarker assays.","uncertainty":"The available CV ends in 2023 and portfolio review was selective.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s45","a-s46","a-s47","a-s48"],"locator":"a-s45 lines 40-44; a-s46 page 1 lines 0-10; a-s47 lines 41 and 102; a-s48 lines 17-25","rationale":"The profile and dated CV support magnetic-particle and rapid biomarker methods; the 2026 publication directly supports optical background subtraction and a bounded serum feasibility study, and the patent confirms inventorship.","verdict":"supports"}]},"a-c28":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Temporal background subtraction and magnetic concentration provide a portable assay base.","source_id":"a-s47","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Walt's single-molecule diagnostics supply the complementary counting methods.","source_id":"a-s49","stance":"supports"}],"author":"profiles-a","id":"a-c28","opposing_source_ids":[],"supporting_source_ids":["a-s47","a-s49"],"text":"Hypothesis: Danielli could combine magnetic-optical enrichment with single-molecule counting for portable multiplexed diagnostics.","uncertainty":"Assay statistics, multiplex interference, manufacturing and clinical performance are unverified.","verifiers":[{"agent":"profiles_c","checked_source_ids":["a-s47","a-s49"],"locator":"a-s47 lines 41 and 102; a-s49 institutional profile body","rationale":"Danielli's magnetic-optical immunoassay record and Walt's institutional single-molecule diagnostics profile provide a plausible foundation for the explicitly hypothetical portable multiplexing direction.","verdict":"supports"}]},"b-c01":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s01","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s02","stance":"supports"}],"author":"profiles_b","id":"b-c01","opposing_source_ids":[],"supporting_source_ids":["b-s01","b-s02"],"text":"Roy Zektzer has source-grounded capabilities in hybrid quantum photonics, represented here by integrated nanophotonics, atom-photon interfaces, microresonators.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s01","b-s02"],"locator":"research/review-b.json#b-c01","rationale":"The BIU page directly describes Zektzer's atom-integrated quantum-photonic chips, room-temperature operation and sensing aims; the JQI record confirms the named 2024 microresonator-alkali-vapor work, although its rendered author field was blank.","verdict":"supports"}]},"b-c02":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s01","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s02","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s03","stance":"supports"}],"author":"profiles_b","id":"b-c02","opposing_source_ids":[],"supporting_source_ids":["b-s01","b-s02","b-s03"],"text":"Hypothesis for 2027–2031: Roy Zektzer could explore chip-scale atomic calibration and sensing fabric through the bounded first test described in this profile.","uncertainty":"Packaging losses, stability at room temperature, and target sensing modality remain unverified.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s01","b-s02","b-s03"],"locator":"research/review-b.json#b-c02","rationale":"The proposal is explicitly hypothetical and combines source-confirmed atom-chip and microresonator capabilities with Vuckovic's documented cavity-QED, quantum-sensor and heterogeneous-photonics program. The sources do not establish feasibility or willingness.","verdict":"supports"}]},"b-c03":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s04","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s05","stance":"supports"}],"author":"profiles_b","id":"b-c03","opposing_source_ids":[],"supporting_source_ids":["b-s04","b-s05"],"text":"Rachela Popovtzer has source-grounded capabilities in nanomedicine and theranostics, represented here by gold nanoparticles, molecular imaging, targeted drug delivery.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s04","b-s05"],"locator":"research/review-b.json#b-c03","rationale":"The BIU profile directly supports smart nanoprobes for molecular imaging and targeted therapy, and the laboratory publication list contains the exact 2017 anti-PD-L1 gold-nanoparticle paper.","verdict":"supports"}]},"b-c04":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s04","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s05","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s07","stance":"supports"}],"author":"profiles_b","id":"b-c04","opposing_source_ids":[],"supporting_source_ids":["b-s04","b-s05","b-s07"],"text":"Hypothesis for 2027–2031: Rachela Popovtzer could explore programmable staged theranostic nanoparticles through the bounded first test described in this profile.","uncertainty":"Biocompatibility, manufacturability, and added value over simpler particles require testing.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s04","b-s05","b-s07"],"locator":"research/review-b.json#b-c04","rationale":"The hypothesis joins Popovtzer's documented imaging and targeting program with Hammond's directly described layer-by-layer nanoparticles, staged release and tunable targeting. Biocompatibility and incremental value remain untested as stated.","verdict":"supports"}]},"b-c05":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s08","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s09","stance":"supports"}],"author":"profiles_b","id":"b-c05","opposing_source_ids":[],"supporting_source_ids":["b-s08","b-s09"],"text":"Ran Gelles has source-grounded capabilities in reliable interactive and distributed computation, represented here by interactive coding, error-correcting protocols, fault-tolerant distributed computing.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s08","b-s09"],"locator":"research/review-b.json#b-c05","rationale":"The BIU profile supports interactive coding and fault-tolerant distributed computation, while Gelles's official publication list includes the exact 2019 asynchronous-noise paper.","verdict":"supports"}]},"b-c06":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s08","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s09","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s10","stance":"supports"}],"author":"profiles_b","id":"b-c06","opposing_source_ids":[],"supporting_source_ids":["b-s08","b-s09","b-s10"],"text":"Hypothesis for 2027–2031: Ran Gelles could explore self-healing protocols for sensor and robot swarms through the bounded first test described in this profile.","uncertainty":"The theoretical assumptions may not match wireless interference or real-time control constraints.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s08","b-s09","b-s10"],"locator":"research/review-b.json#b-c06","rationale":"The proposal remains inferential but is grounded in Gelles's noisy distributed-computation work and Haeupler's official research description spanning algorithms, distributed computing, coding and network information theory.","verdict":"supports"}]},"b-c07":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s11","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s12","stance":"supports"}],"author":"profiles_b","id":"b-c07","opposing_source_ids":[],"supporting_source_ids":["b-s11","b-s12"],"text":"Shahar Alon has source-grounded capabilities in spatial genomics and in-situ sequencing, represented here by expansion sequencing, spatial transcriptomics, super-resolution microscopy.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s11","b-s12"],"locator":"research/review-b.json#b-c07","rationale":"The BIU page identifies Alon's spatial-genomics and expansion-based in-situ sequencing work, and the primary article documents expansion sequencing in intact biological systems. Super-resolution is supported in the expansion-microscopy context rather than as a separate general capability.","verdict":"supports"}]},"b-c08":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s11","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s12","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s14","stance":"supports"}],"author":"profiles_b","id":"b-c08","opposing_source_ids":[],"supporting_source_ids":["b-s11","b-s12","b-s14"],"text":"Hypothesis for 2027–2031: Shahar Alon could explore spatial perturbation atlas for tissue repair through the bounded first test described in this profile.","uncertainty":"Assay throughput, tissue distortion, and causal interpretation remain to be validated.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s11","b-s12","b-s14"],"locator":"research/review-b.json#b-c08","rationale":"The bounded proposal combines source-confirmed expansion sequencing with Chen's official spatial-genomics and microscopy program. Longitudinal causal interpretation remains an open requirement.","verdict":"supports"}]},"b-c09":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s15","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s16","stance":"supports"}],"author":"profiles_b","id":"b-c09","opposing_source_ids":[],"supporting_source_ids":["b-s15","b-s16"],"text":"Shahar Somin has source-grounded capabilities in network intelligence and temporal modeling, represented here by graph analysis, temporal fingerprints, AI for hidden coordination.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s15","b-s16"],"locator":"research/review-b.json#b-c09","rationale":"Somin's official lab page directly describes graph theory, temporal modeling, AI, hidden coordination and resilience, and it lists the exact 2025 temporal-fingerprint work.","verdict":"supports"}]},"b-c10":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s15","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s16","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s17","stance":"supports"}],"author":"profiles_b","id":"b-c10","opposing_source_ids":[],"supporting_source_ids":["b-s15","b-s16","b-s17"],"text":"Hypothesis for 2027–2031: Shahar Somin could explore privacy-preserving early warning for coordinated failures through the bounded first test described in this profile.","uncertainty":"Identity leakage, distribution shift, and the legitimacy of operational use require independent review.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s15","b-s16","b-s17"],"locator":"research/review-b.json#b-c10","rationale":"The hypothesis is grounded in temporal-activity matching and dynamic-network analysis; Carley's CMU profile directly supports social cybersecurity and coordinated-activity analysis. Operational legitimacy and privacy are unresolved as stated.","verdict":"supports"}]},"b-c11":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s18","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s19","stance":"supports"}],"author":"profiles_b","id":"b-c11","opposing_source_ids":[],"supporting_source_ids":["b-s18","b-s19"],"text":"Tomer Lewi has source-grounded capabilities in nanophotonics and metasurfaces, represented here by metasurface design, nanophotonics, nano-spectroscopy.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s18","b-s19"],"locator":"research/review-b.json#b-c11","rationale":"The BIU CRIS profile and group biography directly list nanophotonics, light-matter interaction, metamaterials, plasmonics and infrared nanospectroscopy, and CRIS lists the 2026 angular-dispersion metasurface paper.","verdict":"supports"}]},"b-c12":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s18","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s20","stance":"supports"}],"author":"profiles_b","id":"b-c12","opposing_source_ids":[],"supporting_source_ids":["b-s18","b-s20"],"text":"Hypothesis for 2027–2031: Tomer Lewi could explore adaptive multispectral optical edge sensor through the bounded first test described in this profile.","uncertainty":"Efficiency, bandwidth, fabrication tolerance, and benefit over conventional optics remain unknown.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s18","b-s20"],"locator":"research/review-b.json#b-c12","rationale":"Lewi's source-confirmed metasurface work and Atwater's documented tunable metasurface and nanophotonics expertise make the passive edge-sensor experiment a plausible hypothesis. Performance relative to conventional optics remains unverified.","verdict":"supports"}]},"b-c13":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s21","stance":"supports"}],"author":"profiles_b","id":"b-c13","opposing_source_ids":[],"supporting_source_ids":["b-s21"],"text":"Tomer Kalisky has source-grounded capabilities in single-cell genomics and tissue regeneration, represented here by single-cell expression profiling, stem-cell biology, cancer genomics.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s21"],"locator":"research/review-b.json#b-c13","rationale":"Kalisky's BIU profile directly states single-cell genomics with applications to stem-cell biology, tissue regeneration and cancer, matching the bounded capability claim.","verdict":"supports"}]},"b-c14":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s21","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s23","stance":"supports"}],"author":"profiles_b","id":"b-c14","opposing_source_ids":[],"supporting_source_ids":["b-s21","b-s23"],"text":"Hypothesis for 2027–2031: Tomer Kalisky could explore longitudinal single-cell repair atlas through the bounded first test described in this profile.","uncertainty":"Trajectory inference is observational and may not identify causal repair mechanisms.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s21","b-s23"],"locator":"research/review-b.json#b-c14","rationale":"The proposed atlas is explicitly hypothetical and joins Kalisky's single-cell regeneration work with Teichmann's source-confirmed cell-atlas and tissue-architecture program. Observational trajectories remain non-causal.","verdict":"supports"}]},"b-c15":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s24","stance":"supports"}],"author":"profiles_b","id":"b-c15","opposing_source_ids":[],"supporting_source_ids":["b-s24"],"text":"Ethan Fetaya has source-grounded capabilities in machine learning, generative models, and ai safety, represented here by geometric deep learning, generative modeling, Bayesian learning.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s24"],"locator":"research/review-b.json#b-c15","rationale":"A successful direct re-open of the BIU lab page states Fetaya's interests in AI safety, generative models, deep Bayesian models and geometric deep learning, and lists the 2026 weight-space adversarial-attacks paper.","verdict":"supports"}]},"b-c16":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s24","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s25","stance":"supports"}],"author":"profiles_b","id":"b-c16","opposing_source_ids":[],"supporting_source_ids":["b-s24","b-s25"],"text":"Hypothesis for 2027–2031: Ethan Fetaya could explore geometry-aware safety tests for scientific generative models through the bounded first test described in this profile.","uncertainty":"The relevant threat model and domain-validity oracle must be defined before safety claims are possible.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s24","b-s25"],"locator":"research/review-b.json#b-c16","rationale":"The hypothesis is grounded in Fetaya's documented AI-safety and geometric-learning work and Bronstein's Oxford profile covering graph neural networks and protein design. A domain validity oracle is still required.","verdict":"supports"}]},"b-c17":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s26","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s27","stance":"supports"}],"author":"profiles_b","id":"b-c17","opposing_source_ids":[],"supporting_source_ids":["b-s26","b-s27"],"text":"Jacob Goldberger has source-grounded capabilities in statistical machine learning and multimodal inference, represented here by deep learning, medical image analysis, speech and audio modeling.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s26","b-s27"],"locator":"research/review-b.json#b-c17","rationale":"Goldberger's official page and 2025 CV directly document statistical and deep learning across vision, medical imaging, speech, audio and language, including current calibration-related work.","verdict":"supports"}]},"b-c18":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s26","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s29","stance":"supports"}],"author":"profiles_b","id":"b-c18","opposing_source_ids":[],"supporting_source_ids":["b-s26","b-s29"],"text":"Hypothesis for 2027–2031: Jacob Goldberger could explore calibrated evidence triage for clinical and research ai through the bounded first test described in this profile.","uncertainty":"Retrospective calibration may not transfer to prospective clinical use.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s26","b-s29"],"locator":"research/review-b.json#b-c18","rationale":"The proposal links Goldberger's medical-imaging and calibration work with Gal's documented Bayesian uncertainty and robustness research. It is properly framed as a retrospective feasibility hypothesis rather than clinical efficacy.","verdict":"supports"}]},"b-c19":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s30","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s31","stance":"supports"}],"author":"profiles_b","id":"b-c19","opposing_source_ids":[],"supporting_source_ids":["b-s30","b-s31"],"text":"Gonen Singer has source-grounded capabilities in machine learning and stochastic decision systems, represented here by stochastic optimal control, prescriptive analytics, cost-sensitive learning.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s30","b-s31"],"locator":"research/review-b.json#b-c19","rationale":"Singer's official biography directly supports machine learning and stochastic optimal control, while his publication list documents prescriptive resource allocation and multiple adaptive cost-sensitive learning outputs.","verdict":"supports"}]},"b-c20":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s30","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s31","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s32","stance":"supports"}],"author":"profiles_b","id":"b-c20","opposing_source_ids":[],"supporting_source_ids":["b-s30","b-s31","b-s32"],"text":"Hypothesis for 2027–2031: Gonen Singer could explore resilient laboratory and hospital operations digital twin through the bounded first test described in this profile.","uncertainty":"Data access, model validity, and operational adoption are unresolved.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s30","b-s31","b-s32"],"locator":"research/review-b.json#b-c20","rationale":"The operational digital-twin direction is inferential but grounded in Singer's healthcare, stochastic-control and prescriptive-analytics work plus Powell's source-confirmed sequential decision analytics under uncertainty.","verdict":"supports"}]},"b-c21":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s34","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s35","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s36","stance":"supports"}],"author":"profiles_b","id":"b-c21","opposing_source_ids":[],"supporting_source_ids":["b-s34","b-s35","b-s36"],"text":"Shimrit Shtern has source-grounded capabilities in robust and continuous optimization, represented here by robust optimization, convex optimization, bilevel optimization.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s34","b-s35","b-s36"],"locator":"research/review-b.json#b-c21","rationale":"Technion's faculty page and Shtern's CV and publications directly support robust, continuous, convex and bilevel optimization. This verdict covers expertise only; the current BIU-versus-Technion role remains unresolved.","verdict":"supports"}]},"b-c22":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s34","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s36","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s37","stance":"supports"}],"author":"profiles_b","id":"b-c22","opposing_source_ids":[],"supporting_source_ids":["b-s34","b-s36","b-s37"],"text":"Hypothesis for 2027–2031: Shimrit Shtern could explore robust radiotherapy and care-capacity planning through the bounded first test described in this profile.","uncertainty":"Current institutional affiliation, data access, clinical relevance, and tractability require confirmation.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s34","b-s36","b-s37"],"locator":"research/review-b.json#b-c22","rationale":"The explicitly hypothetical direction is grounded in Shtern's published radiotherapy-planning work and Bertsimas's optimization and health-analytics expertise. It must not be rendered as a BIU team commitment until r25's institutional role is reconciled.","verdict":"supports"}]},"b-c23":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s38","stance":"supports"}],"author":"profiles_b","id":"b-c23","opposing_source_ids":[],"supporting_source_ids":["b-s38"],"text":"Anelia Somekh-Baruch has source-grounded capabilities in information theory and channel coding, represented here by channel coding, mismatched decoding, reliability functions.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s38"],"locator":"research/review-b.json#b-c23","rationale":"The BIU CRIS profile directly identifies Somekh-Baruch's information and communication theory, channel coding, mismatched decoding and reliability-function research.","verdict":"supports"}]},"b-c24":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s38","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s39","stance":"supports"}],"author":"profiles_b","id":"b-c24","opposing_source_ids":[],"supporting_source_ids":["b-s38","b-s39"],"text":"Hypothesis for 2027–2031: Anelia Somekh-Baruch could explore adaptive reliability bounds for heterogeneous links through the bounded first test described in this profile.","uncertainty":"Real channels may violate memoryless or decoder-mismatch assumptions.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s38","b-s39"],"locator":"research/review-b.json#b-c24","rationale":"The proposal is a bounded theoretical extension of source-confirmed reliability and mismatched-decoding work, paired with Medard's documented network-coding and reliable-communications program.","verdict":"supports"}]},"b-c25":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s40","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s41","stance":"supports"}],"author":"profiles_b","id":"b-c25","opposing_source_ids":[],"supporting_source_ids":["b-s40","b-s41"],"text":"Alex Fish has source-grounded capabilities in energy-efficient VLSI, memory, and hardware security, represented here by low-power SRAM and eDRAM, CMOS image sensors, and hardware-security circuits.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s40","b-s41"],"locator":"research/review-b.json#b-c25","rationale":"The revised claim removed the unsupported radiation-hardened-circuits item after review. The opened BIU profile directly supports energy-efficient VLSI, low-power SRAM and eDRAM, CMOS image sensors and hardware security, while the BIU research record supports the selected magnetic-memory readout implementation.","verdict":"supports"}]},"b-c26":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s40","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s41","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s43","stance":"supports"}],"author":"profiles_b","id":"b-c26","opposing_source_ids":[],"supporting_source_ids":["b-s40","b-s41","b-s43"],"text":"Hypothesis for 2027–2031: Alex Fish could explore secure near-memory processing for scientific ai through the bounded first test described in this profile.","uncertainty":"Workload benefit, fabrication feasibility, and security properties remain unverified.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s40","b-s41","b-s43"],"locator":"research/review-b.json#b-c26","rationale":"The near-memory scientific-AI direction is explicitly hypothetical and grounded in Fish's low-power memory and hardware-security work, a concrete memory readout implementation, and Mutlu's memory-system, energy and security program.","verdict":"supports"}]},"b-c27":{"assessments":[{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s44","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s45","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The source directly identifies the researcher or the selected representative work and supports the bounded capability wording.","source_id":"b-s46","stance":"supports"}],"author":"profiles_b","id":"b-c27","opposing_source_ids":[],"supporting_source_ids":["b-s44","b-s45","b-s46"],"text":"Ori Ernst has source-grounded capabilities in multi-document summarization and semantic alignment, represented here by proposition-level clustering, summary-source alignment, text fusion.","uncertainty":"The sources establish public professional activity, not comparative quality, future performance, or willingness to participate.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s44","b-s45","b-s46"],"locator":"research/review-b.json#b-c27","rationale":"The current BIU directory identifies Ernst, the BIU feature supplies the doctoral summarization context, and the ACL record directly names Ernst and documents proposition clustering, information alignment and text fusion.","verdict":"supports"}]},"b-c28":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s45","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s46","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source supports a relevant capability, while the proposed direction and collaboration remain an inference requiring feasibility testing.","source_id":"b-s47","stance":"supports"}],"author":"profiles_b","id":"b-c28","opposing_source_ids":[],"supporting_source_ids":["b-s45","b-s46","b-s47"],"text":"Hypothesis for 2027–2031: Ori Ernst could explore provenance-aware synthesis of scientific and patent evidence through the bounded first test described in this profile.","uncertainty":"Current role details, domain transfer, and reliable contradiction detection require validation.","verifiers":[{"agent":"profiles_a","checked_source_ids":["b-s45","b-s46","b-s47"],"locator":"research/review-b.json#b-c28","rationale":"The evidence-synthesis direction remains a hypothesis grounded in Ernst's multi-document alignment and fusion work and Lapata's source-confirmed long-context generation, reasoning and semantic extraction. Patent-domain transfer and contradiction handling are unproven.","verdict":"supports"}]},"c-c01":{"assessments":[{"directness":"direct","fit":3,"rationale":"The CV lists multiple publications directly in these methods and applications.","source_id":"c-s02","stance":"supports"}],"author":"profiles-c","id":"c-c01","opposing_source_ids":[],"supporting_source_ids":["c-s02"],"text":"Izack Cohen's documented expertise includes stochastic optimization, resource-constrained scheduling and process-oriented decision support.","uncertainty":"The CV appears current only through 2020.","verifiers":[{"agent":"root","checked_source_ids":["c-s02"],"locator":"research/review-c.json#c-c01","rationale":"The July 2020 CV lists stochastic multi-project systems, resource allocation, hospital fluid models and robust project scheduling. It is historical professional evidence, not a current full CV.","verdict":"supports"}]},"c-c02":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Cohen's service-flow and stochastic-capacity work is methodologically relevant.","source_id":"c-s02","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Van der Aalst's process-mining expertise supplies the complementary method.","source_id":"c-s03","stance":"supports"}],"author":"profiles-c","id":"c-c02","opposing_source_ids":[],"supporting_source_ids":["c-s02","c-s03"],"text":"A privacy-preserving hospital-flow digital twin combining Cohen's operations models with process mining is a future research hypothesis.","uncertainty":"Data access, privacy design and real-world benefit are untested.","verifiers":[{"agent":"root","checked_source_ids":["c-s02","c-s03"],"locator":"research/review-c.json#c-c02","rationale":"Cohen’s CV supports the operations-model contribution; van der Aalst’s institutional homepage explicitly describes process mining and simulation. The privacy and hospital integration are proposed work, not demonstrated results.","verdict":"supports"}]},"c-c03":{"assessments":[{"directness":"direct","fit":3,"rationale":"His first-party page states these research interests explicitly.","source_id":"c-s04","stance":"supports"}],"author":"profiles-c","id":"c-c03","opposing_source_ids":[],"supporting_source_ids":["c-s04"],"text":"Moti Medina works on reliable hardware and online, approximation, distributed and local algorithms for networks.","uncertainty":"A publisher-indexed recent output was not inspected in this WIP pass.","verifiers":[{"agent":"root","checked_source_ids":["c-s04"],"locator":"research/review-c.json#c-c03","rationale":"The actual personal-page body, retrieved directly after browser fetch errors, lists reliable hardware, fault-tolerant systems and online, approximation and local/distributed algorithms.","verdict":"supports"}]},"c-c04":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Medina's methods are relevant to fault and routing adaptation.","source_id":"c-s04","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"Harvard's profile supports broad algorithms, theory and systems complementarity, not a specific randomized-network method.","source_id":"c-s05","stance":"supports"}],"author":"profiles-c","id":"c-c04","opposing_source_ids":[],"supporting_source_ids":["c-s04","c-s05"],"text":"A self-healing edge-network stack combining Medina's hardware and online-algorithm expertise with broader algorithms, theory and systems expertise is a future research hypothesis.","uncertainty":"Fault models, platform feasibility, exact complementary method and partner interest are unknown.","verifiers":[{"agent":"root","checked_source_ids":["c-s04","c-s05"],"locator":"research/review-c.json#c-c04","rationale":"Medina’s source supports reliability and algorithmic methods; the Harvard source supports Mitzenmacher’s theory/systems areas. A future stack is a hypothesis; randomized-network specialization was not established by the cited Harvard page.","verdict":"supports"}]},"c-c05":{"assessments":[{"directness":"direct","fit":3,"rationale":"The institutional profile states these areas and lists sparse-NOMA output.","source_id":"c-s06","stance":"supports"}],"author":"profiles-c","id":"c-c05","opposing_source_ids":[],"supporting_source_ids":["c-s06"],"text":"Benjamin M. Zaidel researches information-theoretic multiuser detection, MIMO and cooperative wireless processing.","uncertainty":"The profile does not provide a standalone current CV.","verifiers":[{"agent":"root","checked_source_ids":["c-s06"],"locator":"research/review-c.json#c-c05","rationale":"The BIU CRIS biography explicitly lists multiuser detection, MIMO, cooperative processing and random-matrix methods. Publication list confirms the 2023 sparse NOMA item.","verdict":"supports"}]},"c-c06":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Sparse multiuser communication is relevant to dense sensor uplinks.","source_id":"c-s06","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Goldsmith's wireless and interconnected-systems scope is complementary.","source_id":"c-s07","stance":"supports"}],"author":"profiles-c","id":"c-c06","opposing_source_ids":[],"supporting_source_ids":["c-s06","c-s07"],"text":"Adaptive spectrum sharing for dense clinical wearables is a prospective application hypothesis for Zaidel's communication-theory methods.","uncertainty":"Clinical constraints and empirical channel data have not been assessed.","verifiers":[{"agent":"root","checked_source_ids":["c-s06","c-s07"],"locator":"research/review-c.json#c-c06","rationale":"Zaidel’s methods and Goldsmith’s wireless/interconnected-systems interests are documented. Her inspected Princeton page identifies her current Stony Brook presidency and visiting role. The clinical-wearable application remains speculative.","verdict":"supports"}]},"c-c07":{"assessments":[{"directness":"direct","fit":3,"rationale":"The lab biography directly identifies his role and specialization.","source_id":"c-s08","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The publication list provides concrete AI, genomics and memory-centric outputs.","source_id":"c-s09","stance":"supports"}],"author":"profiles-c","id":"c-c07","opposing_source_ids":[],"supporting_source_ids":["c-s08","c-s09"],"text":"Leonid Yavits works in computer architecture and chip design, including content-addressable and processing-in-memory systems for AI and genomics.","uncertainty":"The group page does not establish comparative performance of the listed systems.","verifiers":[]},"c-c08":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Yavits's pathogen-classification and processing-in-memory outputs are directly relevant foundations.","source_id":"c-s09","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Mutlu's processing-in-memory and genome-acceleration work supplies independent benchmarking depth.","source_id":"c-s11","stance":"supports"}],"author":"profiles-c","id":"c-c08","opposing_source_ids":[],"supporting_source_ids":["c-s09","c-s11"],"text":"An auditable energy-bounded pathogen-surveillance accelerator is a future research hypothesis based on Yavits's and Mutlu's documented methods.","uncertainty":"Energy, classification fidelity, clinical use and IP constraints remain untested.","verifiers":[{"agent":"root","checked_source_ids":["c-s11"],"locator":"research/review-c.json#c-c08","rationale":"Mutlu’s publication list documents genome-analysis and processing-in-memory systems. The root reviewer could not inspect c-s09 after bounded fetch failures, so the Yavits-specific part lacks independent review coverage.","verdict":"supports"}]},"c-c09":{"assessments":[{"directness":"direct","fit":3,"rationale":"The faculty page states the methods and application areas.","source_id":"c-s12","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The official list provides representative publications in these areas.","source_id":"c-s13","stance":"supports"}],"author":"profiles-c","id":"c-c09","opposing_source_ids":[],"supporting_source_ids":["c-s12","c-s13"],"text":"Amir Weiss researches machine-learning-enhanced statistical signal processing for localization, distributed sensing, RF separation and task-oriented compression.","uncertainty":"Publisher records for the newest items remain to be cross-checked.","verifiers":[{"agent":"root","checked_source_ids":["c-s12","c-s13"],"locator":"research/review-c.json#c-c09","rationale":"The official research and publication pages describe localization, distributed sensing, goal-oriented compression and RF separation; these support the bounded expertise statement.","verdict":"supports"}]},"c-c10":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Weiss's stated localization and distributed-sensing scope fits the proposed test.","source_id":"c-s12","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"His compression and underwater-localization works support the methodological bridge.","source_id":"c-s13","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Wornell's sensing and information-architecture breadth is complementary.","source_id":"c-s14","stance":"supports"}],"author":"profiles-c","id":"c-c10","opposing_source_ids":[],"supporting_source_ids":["c-s12","c-s13","c-s14"],"text":"Communication-aware multimodal coastal sensing is a future research hypothesis grounded in Weiss's and Wornell's documented capabilities.","uncertainty":"Field robustness, access to sensors and partner interest are unknown.","verifiers":[{"agent":"root","checked_source_ids":["c-s12","c-s13","c-s14"],"locator":"research/review-c.json#c-c10","rationale":"The local methods and MIT Wornell profile support the proposed method bridge. The publication page also shows prior Weiss–Wornell coauthorship; this can be a new direction, not a newly discovered relationship.","verdict":"supports"}]},"c-c11":{"assessments":[{"directness":"direct","fit":3,"rationale":"The institutional record identifies recent works in distributed and robust federated learning.","source_id":"c-s15","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The CV documents the signal-processing and communications foundation.","source_id":"c-s16","stance":"supports"}],"author":"profiles-c","id":"c-c11","opposing_source_ids":[],"supporting_source_ids":["c-s15","c-s16"],"text":"Amir Leshem's institutional record covers statistical signal processing, wireless systems, distributed learning and robustness to data-injection attacks.","uncertainty":"The CV and live institutional record should be reconciled for a final publication inventory.","verifiers":[{"agent":"root","checked_source_ids":["c-s15","c-s16"],"locator":"research/review-c.json#c-c11","rationale":"The institutional profile lists the data-injection work, and the CV documents wireless distributed learning and statistical methods. No robustness guarantee outside those studies is inferred.","verdict":"supports"}]},"c-c12":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Leshem's congestion and data-injection work supplies the core methods.","source_id":"c-s15","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Goldsmith's information and communication theory work provides complementary system framing.","source_id":"c-s07","stance":"supports"}],"author":"profiles-c","id":"c-c12","opposing_source_ids":[],"supporting_source_ids":["c-s15","c-s07"],"text":"Adversarially resilient shared-spectrum learning is a future research hypothesis joining Leshem's distributed-learning methods with external wireless-system design.","uncertainty":"The radio model, adversary model and real-world benefit are untested.","verifiers":[{"agent":"root","checked_source_ids":["c-s15","c-s07"],"locator":"research/review-c.json#c-c12","rationale":"Leshem’s distributed-learning work and Goldsmith’s wireless-systems interests support a plausible method pairing; a resilient new system has not been demonstrated.","verdict":"supports"}]},"c-c13":{"assessments":[{"directness":"direct","fit":3,"rationale":"The university feature states the quantum research areas.","source_id":"c-s17","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The institutional paper record directly documents the quantum-clock work.","source_id":"c-s18","stance":"supports"}],"author":"profiles-c","id":"c-c13","opposing_source_ids":[],"supporting_source_ids":["c-s17","c-s18"],"text":"Eliahu Cohen works on quantum measurement, nonlocality and quantum time, including a 2023 quantum-clock study.","uncertainty":"The roster uses the familiar Hebrew form Eli rather than the official Eliahu form.","verifiers":[{"agent":"root","checked_source_ids":["c-s17","c-s18"],"locator":"research/review-c.json#c-c13","rationale":"The university article body identifies Cohen and quantum time, measurement and nonlocality; the 2023 sole-author conference article confirms quantum-clock results. Its exact title differs from the initial profile draft and was flagged for correction.","verdict":"supports"}]},"c-c14":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Cohen's quantum-clock formalism is a plausible theoretical starting point.","source_id":"c-s18","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Mitchell's atomic quantum sensing offers a complementary test environment.","source_id":"c-s19","stance":"supports"}],"author":"profiles-c","id":"c-c14","opposing_source_ids":[],"supporting_source_ids":["c-s18","c-s19"],"text":"Quantum-clock correction for ultra-low-field sensing is a future research hypothesis based on Cohen's theory and Mitchell's experimental quantum-sensing scope.","uncertainty":"No evidence yet shows that the formalism improves a physical sensor.","verifiers":[{"agent":"root","checked_source_ids":["c-s18","c-s19"],"locator":"research/review-c.json#c-c14","rationale":"The quantum-clock abstract and Mitchell’s ICFO topics, including ultra-low-field magnetic resonance and atomic sensors, substantiate the respective capabilities. Their proposed correction mechanism remains untested.","verdict":"supports"}]},"c-c15":{"assessments":[{"directness":"direct","fit":3,"rationale":"The faculty page directly states these fields and reports the aggregate patent count.","source_id":"c-s20","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The detailed CV corroborates the academic and publication record.","source_id":"c-s21","stance":"supports"}],"author":"profiles-c","id":"c-c15","opposing_source_ids":[],"supporting_source_ids":["c-s20","c-s21"],"text":"Zeev Zalevsky's official record spans super-resolution, biomedical optics, nanophotonics and optical-fiber sensing and reports a large patent portfolio.","uncertainty":"No individual patent record was inspected, and the 2023 CV may omit later outputs.","verifiers":[{"agent":"root","checked_source_ids":["c-s20","c-s21"],"locator":"research/review-c.json#c-c15","rationale":"The official profile lists super-resolution, biomedical optics, nanophotonics and fiber sensing. Its patent count is an institutional report, not independently enumerated patents; the CV is dated March 2023.","verdict":"supports"}]},"c-c16":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Zalevsky's imaging and biomedical-optics scope supplies the optical foundation.","source_id":"c-s20","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Ozcan's computational imaging and biosensing work supplies complementary reconstruction methods.","source_id":"c-s22","stance":"supports"}],"author":"profiles-c","id":"c-c16","opposing_source_ids":[],"supporting_source_ids":["c-s20","c-s22"],"text":"A passive optical digital twin for low-resource screening is a future research hypothesis joining Zalevsky's physical optics with Ozcan's computational microscopy.","uncertainty":"No diagnostic accuracy, affordability or clinical utility has been demonstrated.","verifiers":[{"agent":"root","checked_source_ids":["c-s20","c-s22"],"locator":"research/review-c.json#c-c16","rationale":"Zalevsky’s optical methods and Ozcan’s UCLA computational microscopy/biosensing scope support a possible pairing, but no low-resource screening efficacy is established.","verdict":"supports"}]},"c-c17":{"assessments":[{"directness":"direct","fit":3,"rationale":"The faculty page establishes identity and research scope.","source_id":"c-s23","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The personal site lists specific work on constrained classification and allocation.","source_id":"c-s24","stance":"supports"},{"directness":"direct","fit":2,"rationale":"The CV corroborates the field but stops at 2020.","source_id":"c-s25","stance":"supports"}],"author":"profiles-c","id":"c-c17","opposing_source_ids":[],"supporting_source_ids":["c-s23","c-s24","c-s25"],"text":"Ilan Reuven Cohen works on online algorithms, machine learning, scheduling and fair resource allocation.","uncertainty":"The CV is dated; newer output relies on the first-party publication page.","verifiers":[{"agent":"root","checked_source_ids":["c-s23","c-s24","c-s25"],"locator":"research/review-c.json#c-c17","rationale":"The BIU page links Ilan Reuven Cohen to his personal site; the latter lists online allocation, scheduling, fair allocation and resource-constrained work. The CV independently confirms the professional name and algorithms focus.","verdict":"supports"}]},"c-c18":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Cohen's online scheduling and fairness methods are relevant to dynamic allocation.","source_id":"c-s24","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Roth's market-design and experimental-economics work supplies institutional and empirical complementarity.","source_id":"c-s26","stance":"supports"}],"author":"profiles-c","id":"c-c18","opposing_source_ids":[],"supporting_source_ids":["c-s24","c-s26"],"text":"Auditable dynamic allocation for scarce public services is a future research hypothesis linking Cohen's algorithms with Roth's market-design expertise.","uncertainty":"Objectives, data validity and stakeholder acceptance are unknown.","verifiers":[{"agent":"root","checked_source_ids":["c-s24","c-s26"],"locator":"research/review-c.json#c-c18","rationale":"Cohen’s allocation methods and Roth’s official game-theory/market-design biography support the complementary roles. Public-service allocation performance is a future hypothesis.","verdict":"supports"}]},"c-c19":{"assessments":[{"directness":"direct","fit":3,"rationale":"The faculty page states the cryptography scope and names representative work.","source_id":"c-s27","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The first-party patent page attributes the invention.","source_id":"c-s28","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The patent record provides the identifier, inventor names, assignee and date.","source_id":"c-s29","stance":"supports"}],"author":"profiles-c","id":"c-c19","opposing_source_ids":[],"supporting_source_ids":["c-s27","c-s28","c-s29"],"text":"Mor Weiss researches cryptography and proof systems, including leakage-protected distributed primitives, and is named on US9634838B2.","uncertainty":"Patent family scope, legal status and current ownership were not analyzed.","verifiers":[{"agent":"root","checked_source_ids":["c-s27","c-s28","c-s29"],"locator":"research/review-c.json#c-c19","rationale":"The Hebrew BIU profile lists cryptography and proof systems. Its patent page links the exact record; US9634838B2 names Mor Weiss and Boris Rozenberg. No legal status or current ownership conclusion is drawn.","verdict":"supports"}]},"c-c20":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Weiss's leakage-resilient and active-security work supplies relevant protocol methods.","source_id":"c-s27","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Goldwasser's cryptography and security scope supplies independent proof-system depth.","source_id":"c-s30","stance":"supports"}],"author":"profiles-c","id":"c-c20","opposing_source_ids":[],"supporting_source_ids":["c-s27","c-s30"],"text":"Leakage-resilient proofs for privacy-preserving AI audits are a future research hypothesis grounded in Weiss's methods and Goldwasser's cryptography expertise.","uncertainty":"Composability, implementation leakage and operational value have not been tested.","verifiers":[{"agent":"root","checked_source_ids":["c-s27","c-s30"],"locator":"research/review-c.json#c-c20","rationale":"Weiss’s proof-system work and Goldwasser’s MIT cryptography/security affiliation support a possible research pairing. The proposed AI-audit proof and its feasibility remain to be designed.","verdict":"supports"}]},"c-c21":{"assessments":[{"directness":"direct","fit":3,"rationale":"The official July 2025 announcement states the intended 2025-2026 laboratory scope.","source_id":"c-s31","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The publication record documents a representative transformer method and evaluation.","source_id":"c-s32","stance":"supports"}],"author":"profiles-c","id":"c-c21","opposing_source_ids":[],"supporting_source_ids":["c-s31","c-s32"],"text":"Bar-Ilan announced a Yoli Shavit laboratory intended to focus on deep learning for complex data, generalization, uncertainty and multimodal problems, and separately records her transformer camera-localization paper.","uncertainty":"Current laboratory operations, a standalone CV and a genomics-specific representative publication were not verified.","verifiers":[{"agent":"root","checked_source_ids":["c-s31","c-s32"],"locator":"research/review-c.json#c-c21","rationale":"The July 2025 university article announces a planned 2025–26 lab focus in generalization, uncertainty and multimodal learning. It does not independently prove the lab is operational. The separate 2023 paper record confirms Shavit’s camera-localization authorship.","verdict":"supports"}]},"c-c22":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Shavit's announced scope includes uncertainty, multimodal complex data and biological-model applications, but not a verified genomics track.","source_id":"c-s31","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Uhler's causal-inference and gene-regulation work supplies the genomics complement.","source_id":"c-s33","stance":"supports"}],"author":"profiles-c","id":"c-c22","opposing_source_ids":[],"supporting_source_ids":["c-s31","c-s33"],"text":"Calibrated multimodal genotype-to-phenotype hypothesis generation is a future research hypothesis joining Shavit's methods with Uhler's causal-genomics expertise.","uncertainty":"The genomics direction is prospective; predictive results would not establish causality, and biological validation is absent.","verifiers":[{"agent":"root","checked_source_ids":["c-s31","c-s33"],"locator":"research/review-c.json#c-c22","rationale":"The announced multimodal/uncertainty focus and Uhler’s MIT causal-genomics profile support the proposed methods. A genotype-to-phenotype model is not an established output of this team.","verdict":"supports"}]},"c-c23":{"assessments":[{"directness":"direct","fit":3,"rationale":"The first-party page states the research areas.","source_id":"c-s34","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The institutional output list records satellite and wireless work.","source_id":"c-s35","stance":"supports"}],"author":"profiles-c","id":"c-c23","opposing_source_ids":[],"supporting_source_ids":["c-s34","c-s35"],"text":"Yair Noam works on interference mitigation, estimation bounds and cooperative spectrum management, with published satellite TDOA estimation work.","uncertainty":"No standalone CV was verified.","verifiers":[{"agent":"root","checked_source_ids":["c-s34","c-s35"],"locator":"research/review-c.json#c-c23","rationale":"The personal research page and institutional record support interference, estimation and spectrum management. The record explicitly lists the 2022 satellite TDOA paper.","verdict":"supports"}]},"c-c24":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Noam's estimation and spectrum scope fits the core technical problem.","source_id":"c-s34","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Satellite TDOA and LEO communication outputs supply a direct methodological bridge.","source_id":"c-s35","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Goldsmith's wireless interconnected-systems work supplies complementary architecture breadth.","source_id":"c-s07","stance":"supports"}],"author":"profiles-c","id":"c-c24","opposing_source_ids":[],"supporting_source_ids":["c-s34","c-s35","c-s07"],"text":"A hybrid satellite-terrestrial interference map for disaster communications is a future research hypothesis linking Noam's methods with Goldsmith's systems expertise.","uncertainty":"Real satellite access, emergency requirements and propagation transfer remain unknown.","verifiers":[{"agent":"root","checked_source_ids":["c-s34","c-s35","c-s07"],"locator":"research/review-c.json#c-c24","rationale":"The source-supported estimation/spectrum skills and Goldsmith’s wireless systems fit a prospective resilience question. No disaster-system validation or partnership is established.","verdict":"supports"}]},"c-c25":{"assessments":[{"directness":"direct","fit":3,"rationale":"The official faculty profile states the materials and quantum research scope.","source_id":"c-s36","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The supervised projects document concrete tunnelling and 2D-defect modelling methods.","source_id":"c-s37","stance":"supports"}],"author":"profiles-c","id":"c-c25","opposing_source_ids":[],"supporting_source_ids":["c-s36","c-s37"],"text":"Tamar Goldzak Mizrahi works on first-principles quantum-materials modelling, two-dimensional defects and light-matter interactions.","uncertainty":"The representative paper was verified through a university project reference rather than its publisher page.","verifiers":[{"agent":"root","checked_source_ids":["c-s36","c-s37"],"locator":"research/review-c.json#c-c25","rationale":"The faculty page confirms electronic structure, 2D materials and light-matter interactions; the 2024 university project list explicitly assigns first-principles 2D-defect modelling to Goldzak Mizrahi.","verdict":"supports"}]},"c-c26":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Goldzak Mizrahi's electronic-structure and light-matter scope supports the local contribution.","source_id":"c-s36","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Her first-principles 2D-defect project provides a concrete starting point.","source_id":"c-s37","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Giustino's electron-phonon and HPC work is complementary for finite-temperature modelling.","source_id":"c-s38","stance":"supports"}],"author":"profiles-c","id":"c-c26","opposing_source_ids":[],"supporting_source_ids":["c-s36","c-s37","c-s38"],"text":"A finite-temperature defect atlas for 2D quantum optoelectronics is a future research hypothesis joining Goldzak Mizrahi's models with Giustino's methods.","uncertainty":"Computed candidates may not be synthesizable or perform in devices.","verifiers":[{"agent":"root","checked_source_ids":["c-s36","c-s37","c-s38"],"locator":"research/review-c.json#c-c26","rationale":"The BIU project description and Giustino’s UT Austin electronic-structure, quantum-materials and electron-phonon work support a method pairing. A finite-temperature defect atlas is a proposed output.","verdict":"supports"}]},"c-c27":{"assessments":[{"directness":"direct","fit":3,"rationale":"The faculty page states the photonics scope and names the representative work.","source_id":"c-s39","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The institutional portal corroborates identity and publication metadata.","source_id":"c-s40","stance":"supports"}],"author":"profiles-c","id":"c-c27","opposing_source_ids":[],"supporting_source_ids":["c-s39","c-s40"],"text":"Boris Desiatov works on integrated quantum and nonlinear photonics, including wafer-scale thin-film lithium-niobate frequency mixers.","uncertainty":"No standalone CV or attributable patent record was verified.","verifiers":[{"agent":"root","checked_source_ids":["c-s39","c-s40"],"locator":"research/review-c.json#c-c27","rationale":"The official profile and CRIS record substantiate integrated nonlinear/quantum photonics and the 2025 wafer-scale frequency-mixer publication.","verdict":"supports"}]},"c-c28":{"assessments":[{"directness":"inferential","fit":2,"rationale":"Desiatov's integrated nonlinear-photonics work provides the device foundation.","source_id":"c-s39","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The institutional record supports the wafer-scale and quantum-photonics capability.","source_id":"c-s40","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"Loncar's nanoscale-optics and quantum-engineering expertise is complementary.","source_id":"c-s41","stance":"supports"}],"author":"profiles-c","id":"c-c28","opposing_source_ids":[],"supporting_source_ids":["c-s39","c-s40","c-s41"],"text":"A wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy is a future research hypothesis based on Desiatov's and Loncar's documented capabilities.","uncertainty":"Yield, packaging, system noise and application value remain untested.","verifiers":[{"agent":"root","checked_source_ids":["c-s39","c-s40","c-s41"],"locator":"research/review-c.json#c-c28","rationale":"Desiatov’s records and Loncar’s Harvard nanoscale-optics/quantum scope support the method match. CRIS also shows existing coauthorship; the proposal extends a relationship and does not establish quantum advantage.","verdict":"supports"}]},"f-c01":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s01","stance":"supports"}],"author":"root","id":"f-c01","opposing_source_ids":[],"supporting_source_ids":["f-s01"],"text":"NSF–BSF provides a documented route for joint US–Israeli research with separate national funding flows.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s01"],"locator":"research/review-context.json#f-c01","rationale":"The opened BSF programme page states that NSF–BSF joint programmes use agency MOUs and that US investigators receive NSF support while Israeli investigators receive BSF support.","verdict":"supports"}]},"f-c02":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s02","stance":"supports"}],"author":"root","id":"f-c02","opposing_source_ids":[],"supporting_source_ids":["f-s02"],"text":"ERC Synergy is designed for two to four complementary principal investigators tackling a problem beyond a single PI.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s02"],"locator":"research/review-context.json#f-c02","rationale":"The opened ERC page says Synergy Grants fund groups of two to four principal investigators with complementary skills for problems whose scope and complexity go beyond one PI.","verdict":"supports"}]},"f-c03":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s03","stance":"supports"}],"author":"root","id":"f-c03","opposing_source_ids":[],"supporting_source_ids":["f-s03"],"text":"GIF's 2026 AI call describes a German–Israeli collaborative track, but its displayed schedule contains an inconsistent year.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s03"],"locator":"research/review-context.json#f-c03","rationale":"The opened GIF page describes a German–Israeli AI collaboration call and displays a pre-proposal deadline in October 2026 followed by a February 2026 full-proposal date and March 2027 decisions, confirming the stated schedule inconsistency.","verdict":"supports"}]},"f-c04":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s04","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s05","stance":"supports"}],"author":"root","id":"f-c04","opposing_source_ids":[],"supporting_source_ids":["f-s04","f-s05"],"text":"HFSP supports international interdisciplinary basic biology, includes Israel among member countries, and excludes applied diagnostic development.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s04","f-s05"],"locator":"research/review-context.json#f-c04","rationale":"The opened HFSP pages require international and interdisciplinary basic life-science collaboration, list Israel as a member country, and explicitly exclude applied projects such as diagnostic or treatment development without a fundamental biological question.","verdict":"supports"}]},"f-c05":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s06","stance":"supports"}],"author":"root","id":"f-c05","opposing_source_ids":[],"supporting_source_ids":["f-s06"],"text":"MSCA Doctoral Networks provide a consortium-based doctoral training route, with minimum entity and country rules.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s06"],"locator":"research/review-context.json#f-c05","rationale":"The opened MSCA page describes doctoral training networks and requires at least three independent legal entities in three eligible countries, including one EU Member State.","verdict":"supports"}]},"f-c06":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s07","stance":"supports"}],"author":"root","id":"f-c06","opposing_source_ids":[],"supporting_source_ids":["f-s07"],"text":"DFG documents a joint Israeli–German basic-research route with ISF, subject to both foundations' rules.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s07"],"locator":"research/review-context.json#f-c06","rationale":"The opened DFG page describes a joint DFG–ISF route for German–Israeli basic research and says proposals must satisfy both organizations' rules.","verdict":"supports"}]},"f-c07":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s08","stance":"supports"}],"author":"root","id":"f-c07","opposing_source_ids":[],"supporting_source_ids":["f-s08"],"text":"The Israel Innovation Authority's academic applied-research programme targets technology progression toward industry adoption.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s08"],"locator":"research/review-context.json#f-c07","rationale":"The opened Israel Innovation Authority programme page describes academic applied research intended to advance validated technology toward adoption by Israeli industry; its current submission details still require live rechecking before use.","verdict":"supports"}]},"f-c08":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s09","stance":"supports"}],"author":"root","id":"f-c08","opposing_source_ids":[],"supporting_source_ids":["f-s09"],"text":"COST Actions are interdisciplinary research networks centered on networking activities.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s09"],"locator":"research/review-context.json#f-c08","rationale":"The opened COST page describes Actions as four-year interdisciplinary research networks and emphasizes networking activities rather than funding the research itself.","verdict":"supports"}]},"f-c09":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s10","stance":"supports"}],"author":"root","id":"f-c09","opposing_source_ids":[],"supporting_source_ids":["f-s10"],"text":"BIRAD describes industry partnerships, licensing and spin-outs as technology-transfer routes.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s10"],"locator":"research/review-context.json#f-c09","rationale":"The opened BIRAD page explicitly presents industry partnerships, licensing and spinout companies as technology-transfer routes.","verdict":"supports"}]},"f-c10":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s11","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s12","stance":"supports"}],"author":"root","id":"f-c10","opposing_source_ids":[],"supporting_source_ids":["f-s11","f-s12"],"text":"Bar-Ilan's Research Authority and EU desk provide grant and partnership support; the EU desk advises initiating proposal support at least four months before submission.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s12"],"locator":"research/review-context.json#f-c10","rationale":"The opened Bar-Ilan Research Authority EU-team page directly describes Horizon proposal, consortium and partnership support and advises contacting the team at least four months before submission. The separate general Research Authority page could not be independently reopened because it returned a bot challenge, so source-level review is incomplete although this page supports the claim.","verdict":"supports"}]},"f-c11":{"assessments":[{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s14","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s15","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Supports only the bounded programme/document statement, not success or future eligibility.","source_id":"f-s16","stance":"supports"}],"author":"root","id":"f-c11","opposing_source_ids":[],"supporting_source_ids":["f-s14","f-s15","f-s16"],"text":"Inspected EU sources distinguish the current association framework, a 2025 EIC-specific suspension proposal and a proposed 2028–2034 framework; they do not establish funding certainty through 2031.","uncertainty":"No award probability, researcher-specific eligibility or future call continuity has been established.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s14","f-s15","f-s16"],"locator":"research/review-context.json#f-c11","rationale":"The opened Commission pages distinguish Israel's current association to the 2021–2027 Horizon Europe programme, a July 2025 proposal limited to the EIC Accelerator that required Council approval, and a proposed 2028–2034 framework still subject to negotiation. They do not establish future calls, budgets or Israeli eligibility through 2031.","verdict":"supports"}]},"f-c17":{"assessments":[{"directness":"direct","fit":3,"rationale":"Direct statement of the source scope, not verification of the analyst proposed response.","source_id":"f-s17","stance":"supports"}],"author":"root","id":"f-c17","opposing_source_ids":[],"supporting_source_ids":["f-s17"],"text":"WHO describes population ageing and the need for person-centred care, supportive environments and healthy-ageing research. This supports a problem context, not efficacy of any proposed technology.","uncertainty":"This documents a stated problem or roadmap, not research success, future budget or causal institutional benefit.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s17"],"locator":"research/review-context.json#f-c17","rationale":"The opened WHO fact sheet documents population ageing and calls for supportive environments and person-centred integrated care; it supplies problem context rather than evidence that a proposed technology works.","verdict":"supports"}]},"f-c18":{"assessments":[{"directness":"direct","fit":3,"rationale":"Direct statement of the source scope, not verification of the analyst proposed response.","source_id":"f-s18","stance":"supports"}],"author":"root","id":"f-c18","opposing_source_ids":[],"supporting_source_ids":["f-s18"],"text":"IEA's 2026 update projects roughly doubled data-centre electricity consumption between 2025 and 2030. This is a scenario-based electricity-demand outlook, not a measure of research funding or proof that any computing architecture will win.","uncertainty":"This documents a stated problem or roadmap, not research success, future budget or causal institutional benefit.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s18"],"locator":"research/review-context.json#f-c18","rationale":"The opened IEA executive summary gives a central projection from about 485 TWh in 2025 to about 950 TWh in 2030 and discusses uncertainty, supporting the bounded scenario claim rather than a funding or architecture-success claim.","verdict":"supports"}]},"f-c19":{"assessments":[{"directness":"direct","fit":3,"rationale":"Direct statement of the source scope, not verification of the analyst proposed response.","source_id":"f-s19","stance":"supports"}],"author":"root","id":"f-c19","opposing_source_ids":[],"supporting_source_ids":["f-s19"],"text":"NIST's voluntary framework addresses trustworthiness across AI design, development, use and evaluation. It supports the relevance of reliability and evaluation work, not certification of a proposed system.","uncertainty":"This documents a stated problem or roadmap, not research success, future budget or causal institutional benefit.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s19"],"locator":"research/review-context.json#f-c19","rationale":"The opened NIST page calls the AI RMF voluntary and applies it to AI design, development, use and evaluation to address trustworthiness; it does not describe a certification programme.","verdict":"supports"}]},"f-c20":{"assessments":[{"directness":"direct","fit":3,"rationale":"Direct statement of the source scope, not verification of the analyst proposed response.","source_id":"f-s20","stance":"supports"}],"author":"root","id":"f-c20","opposing_source_ids":[],"supporting_source_ids":["f-s20"],"text":"The IMT-2030 framework includes integrated sensing and communication, reliability and other future-network capabilities. It is a standardization roadmap, not evidence of deployment by 2031.","uncertainty":"This documents a stated problem or roadmap, not research success, future budget or causal institutional benefit.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s20"],"locator":"research/review-context.json#f-c20","rationale":"The opened ITU IMT-2030 page lists integrated sensing and communication, reliability and related target capabilities in a future framework, while explicitly treating them as requirements and scenarios rather than present deployment proof.","verdict":"supports"}]},"f-c21":{"assessments":[{"directness":"direct","fit":3,"rationale":"Direct statement of the source scope, not verification of the analyst proposed response.","source_id":"f-s21","stance":"supports"}],"author":"root","id":"f-c21","opposing_source_ids":[],"supporting_source_ids":["f-s21"],"text":"WHO's agenda identifies research priorities through 2030 across AMR prevention, diagnosis and treatment and a One Health agenda joining human, animal, plant and environmental health.","uncertainty":"This documents a stated problem or roadmap, not research success, future budget or causal institutional benefit.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s21"],"locator":"research/review-context.json#f-c21","rationale":"The WHO page body was fetched and inspected directly: it states 40 human-health AMR priorities through 2030 across prevention, diagnosis and treatment and describes the One Health agenda spanning human, animal, plant and environmental health.","verdict":"supports"}]},"f-c22":{"assessments":[{"directness":"direct","fit":3,"rationale":"Direct statement of the source scope, not verification of the analyst proposed response.","source_id":"f-s22","stance":"supports"}],"author":"root","id":"f-c22","opposing_source_ids":[],"supporting_source_ids":["f-s22"],"text":"The official report summary describes increased country reporting but an urgent need to strengthen monitoring in many low- and middle-income countries. This supports a monitoring problem, not demand for a particular sensor. The original UN-Water page and PDF could not be fetched; only this summary was read.","uncertainty":"This documents a stated problem or roadmap, not research success, future budget or causal institutional benefit.","verifiers":[{"agent":"profiles_b","checked_source_ids":["f-s22"],"locator":"research/review-context.json#f-c22","rationale":"The opened UNEP-DHI summary reports increased national reporting and an urgent monitoring gap in many low- and middle-income countries. The claim correctly limits this to problem context and discloses that the underlying UN-Water page and PDF were not fetched.","verdict":"supports"}]},"pxa-c-r01-US10002660B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"Independently inspectable front matter names the exact inventor and publication, date and assignee. Identity context matches the retained report; current legal ownership and distinct-invention status are not asserted.","source_id":"pxa-s-US10002660B2","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US10002660B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US10002660B2"],"text":"For researcher r01 (Adam Teman), publication US10002660B2 (Transistor gain cell with feedback) explicitly names Adam Teman as an inventor; its publication date is 2018-06-19 and observed original-assignee metadata is Bar Ilan University. This is an additional publication entry, not an assertion of a new unique invention.","uncertainty":"Bounded three-publication resolving pass; independent review by original lane-A reviewer pending. Related publications retained as requested; no exhaustive portfolio or unique-invention count.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US10002660B2"],"locator":"https://patents.google.com/patent/US10002660B2/en — Info: Publication number / Inventor / Publication date / Original Assignee; Publications, Related Parent/Child Applications and Family > ID. Direct read 2026-09-07 UTC (2026-09-08 Europe/Madrid); HTML SHA-256 2e6de5e2b5ad7d51951db256dc5c3938800eca3d8edd663673681eb516234663. Raw addition SHA-256 bc8df888b2c0eecf782bd6586c0b1d06cf78e32bd5a6ddc460afded01b75a66f.","rationale":"r01/US10002660B2: independently inspected patent front matter names Robert GITERMAN, Adam TEMAN, Pascal MEINERZHAGEN, Andreas Burg, Alexander Fish. Exact title, publication date 2018-06-19, original assignee Bar Ilan University and Google family ID 59999621 match the raw addition. The complete inventor team (Giterman, Teman, Meinerzhagen, Burg and Fish) matches the previously independently read baseline record, and both numbers are on the already inspected first-party Teman patent list. The independently read parent/child tables establish US10002660B2 as continuation-in-part of US9691445B2. The US10002660B2 Publications table pairs it with baseline US20170294221A1. The two grants have different Google family IDs (54358264 and 59999621). Inclusion is publication-level; no distinct-invention or current-ownership conclusion.","verdict":"supports"}]},"pxa-c-r01-US10497410B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US10497410B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US10497410B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US10497410B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US10497410B2 (High-density memory macro) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2019-12-03; the record lists assignee(s) Bar Ilan University; Mellanox Technologies Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US10497410B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US10497410B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 81891ab79e50f86b7c8c7dad6b72416a71c3e8ccb91bf4eb9fc514a3068c4481; accessed 2026-09-07. Exact reviewed record SHA-256 1c01a291d59e7c8d3570ca2d9cc1c169cda8cf14f0f477518c3a548dfa15e875.","rationale":"r01/US10497410B2: front matter names Elad Mentovich, Narkis Geuli, Robert GITERMAN, Alexander Fish, Adam TEMAN; title and publication date 2019-12-03 match the raw addition. The original-assignee metadata reads Bar Ilan University; Mellanox Technologies Ltd. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US10803920B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US10803920B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US10803920B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US10803920B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US10803920B2 (Refresh controller for first-in first-out memories) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2020-10-13; the record lists assignee(s) Birad Research and Development Co Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US10803920B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US10803920B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 4fda042bb0af19ae4f570c7c0988c8a2061f742bf7895f44d484a8f4ee3cc419; accessed 2026-09-07. Exact reviewed record SHA-256 559687701d4ebf5fbec87901df1f4ee9c30dfcf91d12144501a2d1c8bb92719f.","rationale":"r01/US10803920B2: front matter names Adam TEMAN, Tzachi Noy; title and publication date 2020-10-13 match the raw addition. The original-assignee metadata reads Birad Research and Development Co Ltd. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US10811073B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US10811073B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US10811073B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US10811073B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US10811073B2 (Dynamic memory physical unclonable function) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2020-10-20; the record lists assignee(s) Birad Research and Development Co Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US10811073B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US10811073B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 08ed28b4ccfd5af0b21647ccccbd39d7c9127cede0d173c3f35c6c888d676701; accessed 2026-09-07. Exact reviewed record SHA-256 25bea152fe3f81961d40cb34b84dfdd819f76419a4aa6f2d20d42e5c4f774745.","rationale":"r01/US10811073B2: front matter names Robert GITERMAN, Yoav Weizman, Adam TEMAN; title and publication date 2020-10-20 match the raw addition. The original-assignee metadata reads Birad Research and Development Co Ltd. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US10991421B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US10991421B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US10991421B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US10991421B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US10991421B2 (Complementary dual-modular redundancy memory cell) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2021-04-27; the record lists assignee(s) Bar Ilan University.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US10991421B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US10991421B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 8689d591a1b188f9cfcf8032f71ce7f7bebd713d89ee583fdedb7c18f440ac69; accessed 2026-09-07. Exact reviewed record SHA-256 fdc01f633fedc6af3983607b859a33c1c1a5f9a5fe45f2a0192c90f00de3e3e9.","rationale":"r01/US10991421B2: front matter names Robert GITERMAN, Lior ATIAS, Adam TEMAN, Alexander Fish; title and publication date 2021-04-27 match the raw addition. The original-assignee metadata reads Bar Ilan University. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US11127455B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US11127455B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US11127455B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US11127455B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US11127455B2 (Fin-FET gain cells) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2021-09-21; the record lists assignee(s) Bar Ilan University.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US11127455B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US11127455B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 c99e1429914762fe78e6716e1438aea00312be5154fca4326f79d70e80572920; accessed 2026-09-07. Exact reviewed record SHA-256 71591e25c0ff240156da16bf7ba3a7f3c2a50c54bc25c47016a645759f85a9e6.","rationale":"r01/US11127455B2: front matter names Adam TEMAN, Amir Shalom, Robert GITERMAN, Alexander Fish; title and publication date 2021-09-21 match the raw addition. The original-assignee metadata reads Bar Ilan University. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US11309008B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US11309008B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US11309008B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US11309008B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US11309008B2 (Gain cell embedded DRAM in fully depleted silicon-on-insulator technology) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2022-04-19; the record lists assignee(s) Bar Ilan University.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US11309008B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US11309008B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 5f94e98b13a63b13fc2824338449508383263c71c590bdddc482d51ea7fa0e6b; accessed 2026-09-07. Exact reviewed record SHA-256 066e078f155db488dabb3f881b973c93609f688e33c646bff2f47d5c3b11a1b9.","rationale":"r01/US11309008B2: front matter names Robert GITERMAN, Adam TEMAN; title and publication date 2022-04-19 match the raw addition. The original-assignee metadata reads Bar Ilan University. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US11556145B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US11556145B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US11556145B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US11556145B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US11556145B2 (Skew-balancing algorithm for digital circuitry) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2023-01-17; the record lists assignee(s) Birad Research and Development Co Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US11556145B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US11556145B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 359610728cabd221ab3b0d8bd655029fc69466ade3a21b6d83dceba1734715f2; accessed 2026-09-07. Exact reviewed record SHA-256 439cf756d1c731f8cf3b5223f6d049447f9e32f9ca2551f4c564cc3e48998cfd.","rationale":"r01/US11556145B2: front matter names Adam TEMAN, Yehuda Kra, Tzachi Noy; title and publication date 2023-01-17 match the raw addition. The original-assignee metadata reads Birad Research and Development Co Ltd. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US12498854B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US12498854B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US12498854B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US12498854B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US12498854B2 (Physically-driven generation of many-ported storage arrays) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2025-12-16; the record lists assignee(s) Birad Research and Development Co Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US12498854B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US12498854B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 3ed8e3bf4e47c7f4bbd1b99794541b0cec52c5f755435fdd4d9a24da3889ad36; accessed 2026-09-07. Exact reviewed record SHA-256 904ed4bdae8cf66450d55a623042794d47e46da9106e28fac57df9e9085568db.","rationale":"r01/US12498854B2: front matter names Adam TEMAN, Hanan Marinberg, Tzachi Noy; title and publication date 2025-12-16 match the raw addition. The original-assignee metadata reads Birad Research and Development Co Ltd. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US20260105952A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US20260105952A1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US20260105952A1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US20260105952A1","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US20260105952A1 (Independent Reference Generation for Single RBL Memory Circuits) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2026-04-16; the record lists assignee(s) Raaam Memory Technologies Ltd; Bar Ilan University.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US20260105952A1","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US20260105952A1/en — Info: Publication number, Inventor, Publication date, Original Assignee; Family > ID=99436265 and Family Applications. Targeted primary read 2026-09-07; HTML SHA-256 ebe2e0c0066dcd96f8d436cf764ad22f73c032ea1cd04664d47fe2a861f2add4. Exact reviewed record SHA-256 3f9e21f1926934940eb09ff1ba80921ffaf14e964ed7372ac6318485297fe9db.","rationale":"r01/US20260105952A1: front matter names Halil Andac Yigit, Robert GITERMAN, Andreas Burg, Adam TEMAN, Odem HAREL; title and publication date 2026-04-16 match the raw addition. The original-assignee metadata reads Raaam Memory Technologies Ltd; Bar Ilan University. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage. Targeted Family-table inspection independently confirms Google family ID 99436265, matching the raw addition.","verdict":"supports"}]},"pxa-c-r01-US8531873B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US8531873B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US8531873B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US8531873B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US8531873B2 (Ultra low power SRAM cell circuit with a supply feedback loop for near and sub threshold operation) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2013-09-10; the record lists assignee(s) Ben Gurion University of the Negev Research and Development Authority Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US8531873B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US8531873B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 24505f48b21f632995a74ca77d3648b126216e2fa381caa3621ab0812b1a7f48; accessed 2026-09-07. Exact reviewed record SHA-256 b2115763ecffc7cc0af2310d33fcc500ccf39bfa58dd3cdee2865ca828b5d150.","rationale":"r01/US8531873B2: front matter names Adam TEMAN, Lidor PERGAMENT, Omer Cohen, Alexander Fish; title and publication date 2013-09-10 match the raw addition. The original-assignee metadata reads Ben Gurion University of the Negev Research and Development Authority Ltd. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US8773895B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US8773895B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-teman-index","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US8773895B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US8773895B2","pxa-s-teman-index"],"text":"For researcher r01 (Adam Teman), US8773895B2 (Ultra low power memory cell with a supply feedback loop configured for minimal leakage operation) explicitly lists Adam TEMAN as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2014-07-08; the record lists assignee(s) Ben Gurion University of the Negev Research and Development Authority Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US8773895B2","pxa-s-teman-index"],"locator":"https://patents.google.com/patent/US8773895B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 a96bc378df98b4ed2e9ffe24829475cd650b266fbbb68a20a38aa97dc10e0d25; accessed 2026-09-07. Exact reviewed record SHA-256 2253579175619f237d51e653dab270a0690c795f17ef76c73974da8d09f11b3c.","rationale":"r01/US8773895B2: front matter names Adam TEMAN, Lidor PERGAMENT, Omer Cohen, Alexander Fish; title and publication date 2014-07-08 match the raw addition. The original-assignee metadata reads Ben Gurion University of the Negev Research and Development Authority Ltd. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r01-US9691445B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"Independently inspectable front matter names the exact inventor and publication, date and assignee. Identity context matches the retained report; current legal ownership and distinct-invention status are not asserted.","source_id":"pxa-s-US9691445B2","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r01-US9691445B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US9691445B2"],"text":"For researcher r01 (Adam Teman), publication US9691445B2 (Transistor gain cell with feedback) explicitly names Adam Teman as an inventor; its publication date is 2017-06-27 and observed original-assignee metadata is Bar Ilan University. This is an additional publication entry, not an assertion of a new unique invention.","uncertainty":"Bounded three-publication resolving pass; independent review by original lane-A reviewer pending. Related publications retained as requested; no exhaustive portfolio or unique-invention count.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US9691445B2"],"locator":"https://patents.google.com/patent/US9691445B2/en — Info: Publication number / Inventor / Publication date / Original Assignee; Publications, Related Parent/Child Applications and Family > ID. Direct read 2026-09-07 UTC (2026-09-08 Europe/Madrid); HTML SHA-256 f1553d28c4744c2a2e7a87ff3da246ba1359dd1cdcbffa61318162857ca4fc1e. Raw addition SHA-256 f05adc11877a38d0ea1eefc9594af92fd0de4ea2cc11b6b850be93974d46434f.","rationale":"r01/US9691445B2: independently inspected patent front matter names Robert GITERMAN, Adam TEMAN, Pascal MEINERZHAGEN, Andreas Burg, Alexander Fish. Exact title, publication date 2017-06-27, original assignee Bar Ilan University and Google family ID 54358264 match the raw addition. The complete inventor team (Giterman, Teman, Meinerzhagen, Burg and Fish) matches the previously independently read baseline record, and both numbers are on the already inspected first-party Teman patent list. The independently read parent/child tables establish US10002660B2 as continuation-in-part of US9691445B2. The US10002660B2 Publications table pairs it with baseline US20170294221A1. The two grants have different Google family IDs (54358264 and 59999621). Inclusion is publication-level; no distinct-invention or current-ownership conclusion.","verdict":"supports"}]},"pxa-c-r03-US11623025B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"Independently inspectable front matter names the exact inventor and publication, date and assignee. Identity context matches the retained report; current legal ownership and distinct-invention status are not asserted.","source_id":"pxa-s-US11623025B2","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r03-US11623025B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US11623025B2"],"text":"For researcher r03 (Orit Shefi), publication US11623025B2 (Methods and kits for guiding growth of cells or cell components and uses thereof in tissue repair) explicitly names Orit Shefi as an inventor; its publication date is 2023-04-11 and observed original-assignee metadata is Bar Ilan University. This is an additional publication entry, not an assertion of a new unique invention.","uncertainty":"Bounded three-publication resolving pass; independent review by original lane-A reviewer pending. Related publications retained as requested; no exhaustive portfolio or unique-invention count.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US11623025B2"],"locator":"https://patents.google.com/patent/US11623025B2/en — Info: Publication number / Inventor / Publication date / Original Assignee; Publications, Related Parent/Child Applications and Family > ID. Direct read 2026-09-07 UTC (2026-09-08 Europe/Madrid); HTML SHA-256 b4a517922296428d33f2f91fb19d3c1bc193148d0c2e4ad7c0b1a59b1ba3369c. Raw addition SHA-256 908f42b88c8f0acd0ed1d24404aaab896624d8b89e4652a730d63569100be21c.","rationale":"r03/US11623025B2: independently inspected patent front matter names Orit SHEFI, Merav ANTMAN-PASSIG. Exact title, publication date 2023-04-11, original assignee Bar Ilan University and Google family ID 59686084 match the raw addition. The exact inventor and Merav Antman-Passig co-inventor match the independently read retained cell-guidance application and technical subject. Its Publications table explicitly pairs baseline US20190046692A1 with this grant. The exact title on the grant is retained while the original baseline title remains historically preserved. Inclusion is publication-level; no distinct-invention or current-ownership conclusion.","verdict":"supports"}]},"pxa-c-r04-US20240402165A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US20240402165A1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-tesler-bio","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-tesler-fau","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r04-US20240402165A1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US20240402165A1","pxa-s-tesler-bio","pxa-s-tesler-fau"],"text":"For researcher r04 (Alexander Tesler), US20240402165A1 (Spiky metal structures) explicitly lists Alexander Tesler as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2024-12-05; the record lists assignee(s) Yeda Research and Development Co Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US20240402165A1","pxa-s-tesler-bio","pxa-s-tesler-fau"],"locator":"https://patents.google.com/patent/US20240402165A1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 8ce6d7b143e9e82e7f334a11f008ca9f1e53b848c9186b81cfbbc5946f78944e; accessed 2026-09-07. Exact reviewed record SHA-256 54bee20e79d56bf4c0e3cabc2e16cd00f879a247341b2577bfe8092bb7bc5972.","rationale":"r04/US20240402165A1: front matter names Ulyana Shimanovich, Aleksei V. SOLOMONOV, Alexander Tesler; title and publication date 2024-12-05 match the raw addition. The original-assignee metadata reads Yeda Research and Development Co Ltd. BIU and FAU biographies match Technion degrees, Weizmann training with Israel Rubinstein and Harvard work. FAU explicitly lists the coating and baseline Harvard patents. Its Solomonov/Tesler/Shimanovich publication supplies the coauthor bridge for the shorter Alexander Tesler name on Spiky metal structures. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r04-WO2022207703A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-WO2022207703A1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-tesler-bio","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-tesler-fau","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r04-WO2022207703A1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-WO2022207703A1","pxa-s-tesler-bio","pxa-s-tesler-fau"],"text":"For researcher r04 (Alexander Tesler), WO2022207703A1 (Silicone- or fluorosilicone-coated solid substrates and process for their preparation) explicitly lists Alexander B. TESLER as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2022-10-06; the record lists assignee(s) Friedrich Alexander Universitaet Erlangen Nuernberg.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-WO2022207703A1","pxa-s-tesler-bio","pxa-s-tesler-fau"],"locator":"https://patents.google.com/patent/WO2022207703A1/en — Info: Publication number, Inventor, Publication date, Original Assignee; Family > ID=75362414 and Family Applications. Targeted primary read 2026-09-07; HTML SHA-256 1fcf8be58c931dd1b4dd145b9862bcb497f235e144d12752b93e2c34295fcb1e. Exact reviewed record SHA-256 3496a3db3b2c51c59064069d3dbd9ac96e7ec0f13e7f2400197db663ac7e7ffd.","rationale":"r04/WO2022207703A1: front matter names Alexander B. TESLER, Wolfgang H. GOLDMANN, Lucia H. PRADO, Lena FISCHER, Anca MAZARE, Sannakaisa Virtanen, Marat M. KHUSNIYAROV, Ingo THIEVESSEN; title and publication date 2022-10-06 match the raw addition. The original-assignee metadata reads Friedrich Alexander Universitaet Erlangen Nuernberg. BIU and FAU biographies match Technion degrees, Weizmann training with Israel Rubinstein and Harvard work. FAU explicitly lists the coating and baseline Harvard patents. Its Solomonov/Tesler/Shimanovich publication supplies the coauthor bridge for the shorter Alexander Tesler name on Spiky metal structures. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage. Targeted Family-table inspection independently confirms Google family ID 75362414, matching the raw addition.","verdict":"supports"}]},"pxa-c-r06-US20030054755A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US20030054755A1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US20030054755A1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US20030054755A1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US20030054755A1 (Wireless receiver with anti-jamming) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2003-03-20; no named applicant/assignee is asserted.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US20030054755A1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US20030054755A1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 e78684dd52250f5bf99cfd6e6b4ce1151ecd429641a1ccab130e40638d3e8fe5; accessed 2026-09-07. Exact reviewed record SHA-256 db61a1171f9d3375f9e2f79018a88e64cbeb292d5a4def15d0da9ef410371486.","rationale":"r06/US20030054755A1: front matter names Ephraim Zehavi, Ido Bettesh; title and publication date 2003-03-20 match the raw addition. Google supplies only Individual; the null named-assignee field is appropriately restrained. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US6005855A":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US6005855A","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US6005855A","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US6005855A","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US6005855A (Method and apparatus for providing variable rate data in a communications system using statistical multiplexing) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 1999-12-21; the record lists assignee(s) Qualcomm Inc.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US6005855A","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US6005855A/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 0e65d8486a9ed3c8dd847e3b2bf36678fc4624b0faa39a0a19d9e25590ad2825; accessed 2026-09-07. Exact reviewed record SHA-256 0ac0c9b4b1124d5745ef81b44fe4a929492a6e561a99a8e950c893c468a689b9.","rationale":"r06/US6005855A: front matter names Ephraim Zehavi, Jack K. Wolf, Leonard N. Schiff; title and publication date 1999-12-21 match the raw addition. The original-assignee metadata reads Qualcomm Inc. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US6118826A":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US6118826A","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US6118826A","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US6118826A","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US6118826A (Method and apparatus for encoding/decoding QAM trellis coded data) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2000-09-12; the record lists assignee(s) Qualcomm Inc.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US6118826A","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US6118826A/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 7210802b192dfc305c222c497fb2d76390fdf2c767d264b01647453e3fcff847; accessed 2026-09-07. Exact reviewed record SHA-256 fc9209f5d5157e27023bbf6772494eb410ebe80c931c9f6c2c609d5ca6b7c566.","rationale":"r06/US6118826A: front matter names Ephraim Zehavi, Jack Keil Wolf; title and publication date 2000-09-12 match the raw addition. The original-assignee metadata reads Qualcomm Inc. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US6496543B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US6496543B1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US6496543B1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US6496543B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US6496543B1 (Method and apparatus for providing high speed data communications in a cellular environment) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2002-12-17; the record lists assignee(s) Qualcomm Inc.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US6496543B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US6496543B1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 9f316015c544455ef392567821e65924264ff6b81c9382d56c94a001aeaa7550; accessed 2026-09-07. Exact reviewed record SHA-256 ee71fda756b057a5a7aded39ba097d51bc2d7acd1b2b6d7de5faf2ed1ca502de.","rationale":"r06/US6496543B1: front matter names Ephraim Zehavi; title and publication date 2002-12-17 match the raw addition. The original-assignee metadata reads Qualcomm Inc. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US6600726B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US6600726B1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US6600726B1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US6600726B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US6600726B1 (Multiple wireless communication protocol methods and apparatuses) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2003-07-29; the record lists assignee(s) Mobilian Corp.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US6600726B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US6600726B1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 3f52f52dc0a64d1df841969397112ee8610ab6b18a11e44d5d5e27122f5a61a0; accessed 2026-09-07. Exact reviewed record SHA-256 1103d9f1b3012f29892489c19f4913f3db561ee24b911906309a1a2b85b8c521.","rationale":"r06/US6600726B1: front matter names Ron Nevo, Ephraim Zehavi, Brett A. Monello, Ran Ginosar; title and publication date 2003-07-29 match the raw addition. The original-assignee metadata reads Mobilian Corp. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US6745018B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US6745018B1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US6745018B1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US6745018B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US6745018B1 (Active cancellation of a wireless coupled transmit signal) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2004-06-01; the record lists assignee(s) Intel Corp.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US6745018B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US6745018B1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 1ae39bf1589eac3c1243b5e5e562606f85405c499ddff022f4c6d1d5f8a23175; accessed 2026-09-07. Exact reviewed record SHA-256 cb5499d74ae98d4da6a4d3968f1927244b67209d1c7dc9640aed5c837d711290.","rationale":"r06/US6745018B1: front matter names Ephraim Zehavi, Robert P. Gilmore, Robert Wentworth, James Gilb; title and publication date 2004-06-01 match the raw addition. The original-assignee metadata reads Intel Corp. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US6894988B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US6894988B1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US6894988B1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US6894988B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US6894988B1 (Wireless apparatus having multiple coordinated transceivers for multiple wireless communication protocols) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2005-05-17; the record lists assignee(s) Intel Corp.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US6894988B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US6894988B1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 7458db580e4a20a07b25486ed211263afb3bd9098fe86fd25c88d31d0f21732d; accessed 2026-09-07. Exact reviewed record SHA-256 d8da3a589d31958967cd5242926a777af23efea1dc214bfedfe2e805f39427c1.","rationale":"r06/US6894988B1: front matter names Ephraim Zehavi; title and publication date 2005-05-17 match the raw addition. The original-assignee metadata reads Intel Corp. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US6928123B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US6928123B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US6928123B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US6928123B2","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US6928123B2 (Wireless network with enhanced data rate) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2005-08-09; the record lists assignee(s) Intel Corp.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US6928123B2","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US6928123B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 f8be7a6ced7b771913c48df1787301d76882ae9d97a39aed7344be80c36352f0; accessed 2026-09-07. Exact reviewed record SHA-256 3e8d246bb380dcaac71e44c420780190ba95dd25b80fb29366d6f01bbeb0c64e.","rationale":"r06/US6928123B2: front matter names Ephraim Zehavi; title and publication date 2005-08-09 match the raw addition. The original-assignee metadata reads Intel Corp. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US6928266B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US6928266B1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US6928266B1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US6928266B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US6928266B1 (Wireless apparatus interference avoidance/resolution method and apparatuses) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2005-08-09; the record lists assignee(s) Intel Corp.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US6928266B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US6928266B1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 6bd1cf6d6bb97224c6abc174389fff9d039e013be19220c30ed4af7f4fc64b2b; accessed 2026-09-07. Exact reviewed record SHA-256 4f79ce2b2dfc103028adceb92dba02415c0cd904a8cc2aaa3d3390d0c7cf5791.","rationale":"r06/US6928266B1: front matter names Ron Nevo, Ephraim Zehavi, Brett A. Monello; title and publication date 2005-08-09 match the raw addition. The original-assignee metadata reads Intel Corp. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US6990082B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US6990082B1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US6990082B1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US6990082B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US6990082B1 (Wireless apparatus having a transceiver equipped to support multiple wireless communication protocols) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2006-01-24; the record lists assignee(s) Intel Corp.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US6990082B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US6990082B1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 8e8d684e4eb5d0dace5948f4b9cebfdf72f77d7c87f601de36c085cf46aa958f; accessed 2026-09-07. Exact reviewed record SHA-256 cfa6a3438f8560b4f811006d517f36b15d09cb562680c3ffba021307f6ad439c.","rationale":"r06/US6990082B1: front matter names Ephraim Zehavi, Ron Nevo; title and publication date 2006-01-24 match the raw addition. The original-assignee metadata reads Intel Corp. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US7193965B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US7193965B1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US7193965B1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US7193965B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US7193965B1 (Multi-wireless network configurable behavior) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2007-03-20; the record lists assignee(s) Intel Corp.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US7193965B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US7193965B1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 263c6681f4e475c62f20917bafd6427aba91944022f5ec72e6b0d2f5eeed3f34; accessed 2026-09-07. Exact reviewed record SHA-256 1b187d63cf96185ce6876d12606a537b97fe5540b049192d093e77a258e2d3d5.","rationale":"r06/US7193965B1: front matter names Ron Nevo, Xudong Zhao, Dror Shindelman, Michael Vakulenko, Ephraim Zehavi; title and publication date 2007-03-20 match the raw addition. The original-assignee metadata reads Intel Corp. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US7239675B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US7239675B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US7239675B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US7239675B2","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US7239675B2 (GFSK receiver) explicitly lists Ephi Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2007-07-03; the record lists assignee(s) Intel Corp.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US7239675B2","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US7239675B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; Family > ID=25328445 and Family Applications. Targeted primary read 2026-09-07; HTML SHA-256 1dac2962992862d2845b2f2fb942c6090b6f44a8075c6865175b07ee20a49cf3. Exact reviewed record SHA-256 8c0729c4d6a4842a45c7d8ef060729fd6d64439481659e12c6697f45ece848e8.","rationale":"r06/US7239675B2: front matter names Ephi Zehavi, Boris Ginsburg, Ron Shalev, Zhao Xudong; title and publication date 2007-07-03 match the raw addition. The original-assignee metadata reads Intel Corp. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage. Targeted Family-table inspection independently confirms Google family ID 25328445, matching the raw addition.","verdict":"supports"}]},"pxa-c-r06-US7613171B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US7613171B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US7613171B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US7613171B2","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US7613171B2 (Cellular network service over WLAN) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2009-11-03; no named applicant/assignee is asserted.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US7613171B2","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US7613171B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 bd4750695c99e254b6e2db081165cda830bca45764120b35a154ac4ea35bfe31; accessed 2026-09-07. Exact reviewed record SHA-256 0ee043e80ef175dbf060b324ad09a4b55f7aaf9ce7dccab4cd755d74101f1e79.","rationale":"r06/US7613171B2: front matter names Ephraim Zehavi, Doron Herzlich; title and publication date 2009-11-03 match the raw addition. Google supplies only Individual; the null named-assignee field is appropriately restrained. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r06-US8538322B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US8538322B1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-index","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-zehavi-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r06-US8538322B1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US8538322B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"text":"For researcher r06 (Ephraim Zehavi), US8538322B1 (Transmit and admission control for CDMA satellite communication system) explicitly lists Ephraim Zehavi as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2013-09-17; the record lists assignee(s) Qualcomm Inc.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US8538322B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"locator":"https://patents.google.com/patent/US8538322B1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 485f768e7fbbfd891ceb20ea7b022909faf1ecaf175c30d2ffda3adf5671600c; accessed 2026-09-07. Exact reviewed record SHA-256 f4e732c9818a2c5196c11c05bf46a9b476f829901b2872ed712c94b6776dd57e.","rationale":"r06/US8538322B1: front matter names Franklin P. Antonio, Ilan Kessler, Ze'ev Roth, Ephraim Zehavi; title and publication date 2013-09-17 match the raw addition. The original-assignee metadata reads Qualcomm Inc. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r08-US12269977B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US12269977B2","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-panfil-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r08-US12269977B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US12269977B2","pxa-s-panfil-bio"],"text":"For researcher r08 (Yossef Efraim Panfil), US12269977B2 (Colloidal semiconductor nanostructures) explicitly lists Yossi PANFIL as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2025-04-08; the record lists assignee(s) Yissum Research Development Co of Hebrew University of Jerusalem.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US12269977B2","pxa-s-panfil-bio"],"locator":"https://patents.google.com/patent/US12269977B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; Family > ID=69326599 and Family Applications. Targeted primary read 2026-09-07; HTML SHA-256 291c47e65de1c778694a5a91c20d9dc181efc9c8ba0dac0285d104c84c9867ab. Exact reviewed record SHA-256 32cf56f56f2aa4e98f7ab82e547f1f3f9ab49fb1f7651b9460bb5342869bdd66.","rationale":"r08/US12269977B2: front matter names Uri Banin, Jiabin Cui, Yossi PANFIL, Nir WAISKOPF, Meirav ODED; title and publication date 2025-04-08 match the raw addition. The original-assignee metadata reads Yissum Research Development Co of Hebrew University of Jerusalem. BIU's Yossef Efraim Panfil profile describes Hebrew University coupled colloidal quantum dots and lists Panfil with Cui and Banin. The patent names Yossi Panfil with Cui and Banin on the matching nanostructures. This is a supported identity inference, not an assertion that the patent itself prints the faculty name or an independently proven legal alias. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage. Targeted Family-table inspection independently confirms Google family ID 69326599, matching the raw addition.","verdict":"supports"}]},"pxa-c-r11-US20130010295A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US20130010295A1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-fridman-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r11-US20130010295A1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US20130010295A1","pxa-s-fridman-bio"],"text":"For researcher r11 (Moti Fridman), US20130010295A1 (System and method for polarization measurement) explicitly lists Moti Fridman as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2013-01-10; the record lists assignee(s) Yeda Research and Development Co Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US20130010295A1","pxa-s-fridman-bio"],"locator":"https://patents.google.com/patent/US20130010295A1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 c32ae0dd01e9c8aa094a2bebcdf0e2c0b7512c003f1df62932cf3533d0c3b761; accessed 2026-09-07. Exact reviewed record SHA-256 354b58a11446d672817499e028c310ba4f5bb6211e5d97b358f80795b649d320.","rationale":"r11/US20130010295A1: front matter names Nir Davidson, Asher Friesem, Moti Fridman; title and publication date 2013-01-10 match the raw addition. The original-assignee metadata reads Yeda Research and Development Co Ltd. The first-party Moti Fridman page names him and quantum/temporal optics and ultrafast work; both publications explicitly print Moti Fridman on matching optical instrumentation. The Yeda inventors Davidson/Friesem and the later Bar-Ilan record supply consistent field/institution context. Citation-only hits are not used. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r11-US20240044705A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US20240044705A1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-fridman-bio","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r11-US20240044705A1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US20240044705A1","pxa-s-fridman-bio"],"text":"For researcher r11 (Moti Fridman), US20240044705A1 (Optical spectrometer system) explicitly lists Moti Fridman as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2024-02-08; the record lists assignee(s) Bar Ilan University.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US20240044705A1","pxa-s-fridman-bio"],"locator":"https://patents.google.com/patent/US20240044705A1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 5d89818871a03209d003f0fcacaa0431c353374b6801d87ae2a2fd35a9ef0a69; accessed 2026-09-07. Exact reviewed record SHA-256 86ce4829c1a285123e3dd5ce876cff9c3a2e7ba46d0f0dd3e13ba9be58eeba50.","rationale":"r11/US20240044705A1: front matter names Moti Fridman, Avi Klein; title and publication date 2024-02-08 match the raw addition. The original-assignee metadata reads Bar Ilan University. The first-party Moti Fridman page names him and quantum/temporal optics and ultrafast work; both publications explicitly print Moti Fridman on matching optical instrumentation. The Yeda inventors Davidson/Friesem and the later Bar-Ilan record supply consistent field/institution context. Citation-only hits are not used. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r13-US10398314B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US10398314B2","stance":"supports"},{"directness":"direct","fit":2,"rationale":"Inspected named-inventor parent record supports the bounded continuation grouping; identity is not inherited from the wider family.","source_id":"pxa-s-US9636041B2","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r13-US10398314B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US10398314B2","pxa-s-US9636041B2"],"text":"For researcher r13 (Nisan Ozana), US10398314B2 (Method and system for non-invasively monitoring biological or biochemical parameters of individual) explicitly lists Nisim Nisan OZANA as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2019-09-03; the record lists assignee(s) Universitat de Valencia; Bar Ilan University. US9636041B2 also lists Ozana and is its expressly recorded continuation parent, grouped here.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US10398314B2","pxa-s-US9636041B2"],"locator":"https://patents.google.com/patent/US10398314B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 39fb34948d31028ba1c2afef9b310fdb524ba55130842b36cac388df12a203ed; accessed 2026-09-07. Exact reviewed record SHA-256 9685d331dc82751a44930b0bf0e485aff0938eac971999c940900d4cb72c553c.","rationale":"r13/US10398314B2: front matter names Zeev Zalevsky, Javier Garcia, Yevgeny BEIDERMAN, Israel MARGALIT, Nisim Nisan OZANA, Nadav ARBEL, Vicente MICO, Martin Sanz SABATER, Yael BISHITZ, Asaf Shahmoon; title and publication date 2019-09-03 match the raw addition. The original-assignee metadata reads Universitat de Valencia; Bar Ilan University. The independently read baseline US20210063563A1 prints Nisim Nisan Ozana with Zeev Zalevsky. BIU's Nisan Ozana profile describes noninvasive optical/interferometric sensing and lists a Zalevsky/Ozana speckle-sensing paper. The six additions retain the fuller name and this technical/co-inventor network. The bridge is contextual rather than an official legal-name equivalence certificate. Both documents expressly name Ozana; Related Parent Applications identifies US9636041B2 as continuation parent. Google IDs 50027363 and 83852931 differ, so this supports an editorial continuation grouping rather than equal Google family IDs. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r13-US10595755B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US10595755B2","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r13-US10595755B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US10595755B2"],"text":"For researcher r13 (Nisan Ozana), US10595755B2 (System and method for monitoring glucose level) explicitly lists Nisim Nisan OZANA as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2020-03-24; the record lists assignee(s) ContinUse Biometrics Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US10595755B2"],"locator":"https://patents.google.com/patent/US10595755B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 040ba0a5bb7e5114fd2bc86c81a94688107e24ca0cd8c1c6e1a50ac5e29e4a9e; accessed 2026-09-07. Exact reviewed record SHA-256 7eb1f80cdccb398632ffa8a8c1b65c6b303d4a59910112150d98e422fa3230f1.","rationale":"r13/US10595755B2: front matter names Zeev Zalevsky, Roy TALMAN, Yevgeny BEIDERMAN, Nisim Nisan OZANA, Javier Garcia; title and publication date 2020-03-24 match the raw addition. The original-assignee metadata reads ContinUse Biometrics Ltd. The independently read baseline US20210063563A1 prints Nisim Nisan Ozana with Zeev Zalevsky. BIU's Nisan Ozana profile describes noninvasive optical/interferometric sensing and lists a Zalevsky/Ozana speckle-sensing paper. The six additions retain the fuller name and this technical/co-inventor network. The bridge is contextual rather than an official legal-name equivalence certificate. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r13-US10724846B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US10724846B2","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r13-US10724846B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US10724846B2"],"text":"For researcher r13 (Nisan Ozana), US10724846B2 (System and method for use in depth characterization of objects) explicitly lists Nisim Nisan OZANA as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2020-07-28; the record lists assignee(s) ContinUse Biometrics Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US10724846B2"],"locator":"https://patents.google.com/patent/US10724846B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 ea591e11ac7f9cd84689cc343ba778f8367198d3f569f69ba92a7c589035d20f; accessed 2026-09-07. Exact reviewed record SHA-256 44a618d4fbb76651ca85994fe355e1605bedd6fd21aef9349b8d109960fd0eca.","rationale":"r13/US10724846B2: front matter names Zeev Zalevsky, Javier Garcia, Nisim Nisan OZANA, Ran CALIFA, Moshe Arie Ariel SCHWARZ; title and publication date 2020-07-28 match the raw addition. The original-assignee metadata reads ContinUse Biometrics Ltd. The independently read baseline US20210063563A1 prints Nisim Nisan Ozana with Zeev Zalevsky. BIU's Nisan Ozana profile describes noninvasive optical/interferometric sensing and lists a Zalevsky/Ozana speckle-sensing paper. The six additions retain the fuller name and this technical/co-inventor network. The bridge is contextual rather than an official legal-name equivalence certificate. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r13-US10856739B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US10856739B2","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r13-US10856739B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US10856739B2"],"text":"For researcher r13 (Nisan Ozana), US10856739B2 (System and method for monitoring of objects with increased sensitivity) explicitly lists Nisim Nisan OZANA as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2020-12-08; the record lists assignee(s) ContinUse Biometrics Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US10856739B2"],"locator":"https://patents.google.com/patent/US10856739B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 f5743baa200ab5ed93d3d5c73c2ef156464694a64b8f0d06d1741b6795a65be4; accessed 2026-09-07. Exact reviewed record SHA-256 c6c6f3719178d113bbf688a37cd8ed94e657d5a72666544c61b4324e18c14fda.","rationale":"r13/US10856739B2: front matter names Zeev Zalevsky, Nisim Nisan OZANA; title and publication date 2020-12-08 match the raw addition. The original-assignee metadata reads ContinUse Biometrics Ltd. The independently read baseline US20210063563A1 prints Nisim Nisan Ozana with Zeev Zalevsky. BIU's Nisan Ozana profile describes noninvasive optical/interferometric sensing and lists a Zalevsky/Ozana speckle-sensing paper. The six additions retain the fuller name and this technical/co-inventor network. The bridge is contextual rather than an official legal-name equivalence certificate. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r13-US11406294B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US11406294B2","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r13-US11406294B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US11406294B2"],"text":"For researcher r13 (Nisan Ozana), US11406294B2 (System and method for improved monitoring of a sample) explicitly lists Nisim Nisan OZANA as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2022-08-09; the record lists assignee(s) ContinUse Biometrics Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US11406294B2"],"locator":"https://patents.google.com/patent/US11406294B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 5dd1ff37db1006fd5fa87c534d95ad8c77713beaeef80529e0caf6a0b0f2f865; accessed 2026-09-07. Exact reviewed record SHA-256 79ad7553c325f485a9671a41c099bd724d528b287626718c9c52463493cafbd6.","rationale":"r13/US11406294B2: front matter names Zeev Zalevsky, Javier Garcia, Nisim Nisan OZANA; title and publication date 2022-08-09 match the raw addition. The original-assignee metadata reads ContinUse Biometrics Ltd. The independently read baseline US20210063563A1 prints Nisim Nisan Ozana with Zeev Zalevsky. BIU's Nisan Ozana profile describes noninvasive optical/interferometric sensing and lists a Zalevsky/Ozana speckle-sensing paper. The six additions retain the fuller name and this technical/co-inventor network. The bridge is contextual rather than an official legal-name equivalence certificate. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r13-US11737677B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US11737677B2","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r13-US11737677B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US11737677B2"],"text":"For researcher r13 (Nisan Ozana), US11737677B2 (System and method for use in photoplethysmography) explicitly lists Nisim Nisan OZANA as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2023-08-29; the record lists assignee(s) ContinUse Biometrics Ltd.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US11737677B2"],"locator":"https://patents.google.com/patent/US11737677B2/en — Info: Publication number, Inventor, Publication date, Original Assignee; Family > ID=67874139 and Family Applications. Targeted primary read 2026-09-07; HTML SHA-256 46968d169387b85f1ef74c7555ca139c45764fab3e37275fe788ea7b1e65520c. Exact reviewed record SHA-256 4dfaa63ce1525fa0b7dd1990eae0aeaf106f68adaf9665e6a2326a361df157db.","rationale":"r13/US11737677B2: front matter names Zeev Zalevsky, Nisim Nisan OZANA, Javier Garcia, Ran CALIFA, Sagi Polani, Moshe Arie Ariel SCHWARZ, Hadar GENISH; title and publication date 2023-08-29 match the raw addition. The original-assignee metadata reads ContinUse Biometrics Ltd. The independently read baseline US20210063563A1 prints Nisim Nisan Ozana with Zeev Zalevsky. BIU's Nisan Ozana profile describes noninvasive optical/interferometric sensing and lists a Zalevsky/Ozana speckle-sensing paper. The six additions retain the fuller name and this technical/co-inventor network. The bridge is contextual rather than an official legal-name equivalence certificate. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage. Targeted Family-table inspection independently confirms Google family ID 67874139, matching the raw addition.","verdict":"supports"}]},"pxa-c-r14-US20230257832A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US20230257832A1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-danielli-cv","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r14-US20230257832A1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US20230257832A1","pxa-s-danielli-cv"],"text":"For researcher r14 (Amos Danielli), US20230257832A1 (Detecting and quantifying a viral target nucleic acid sequence) explicitly lists Amos Danielli as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2023-08-17; the record lists assignee(s) Bar Ilan University.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US20230257832A1","pxa-s-danielli-cv"],"locator":"https://patents.google.com/patent/US20230257832A1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 6c3b26bd10efd02158e0617f1795ba57842f21501ad75e069520751dae2ba086; accessed 2026-09-07. Exact reviewed record SHA-256 1921763adc0ba28bbf56fdc5b5423f3e4fb4c2979c99de2df23d0e7ab017c753.","rationale":"r14/US20230257832A1: front matter names Amos Danielli, Michael Margulis; title and publication date 2023-08-17 match the raw addition. The original-assignee metadata reads Bar Ilan University. The CV identifies Amos Danielli, BIU, doctoral supervisor Ady Arie and MagBiosense founding. Page 8 names the same patent/PCT entries and co-inventors Margulis, Burg, Hadass and Verbarg. Publication dates and applicants are taken from independently inspected patent front matter, not CV dates. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r14-US20240219302A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-US20240219302A1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-danielli-cv","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r14-US20240219302A1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US20240219302A1","pxa-s-danielli-cv"],"text":"For researcher r14 (Amos Danielli), US20240219302A1 (Optical emission biosensing using magnetic beads with a fast aggregation time) explicitly lists Amos Danielli as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2024-07-04; the record lists assignee(s) Bar Ilan University.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-US20240219302A1","pxa-s-danielli-cv"],"locator":"https://patents.google.com/patent/US20240219302A1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 f16470767ee43f723185fc72041644c6ea80b395f9260cf836b1a144f152cbec; accessed 2026-09-07. Exact reviewed record SHA-256 556ac6b7f28ddafbb4540d3be8d783d2d3f513d1dccfb2601ed0f63c234cc552.","rationale":"r14/US20240219302A1: front matter names Amos Danielli, Shmuel BURG; title and publication date 2024-07-04 match the raw addition. The original-assignee metadata reads Bar Ilan University. The CV identifies Amos Danielli, BIU, doctoral supervisor Ady Arie and MagBiosense founding. Page 8 names the same patent/PCT entries and co-inventors Margulis, Burg, Hadass and Verbarg. Publication dates and applicants are taken from independently inspected patent front matter, not CV dates. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxa-c-r14-WO2018185672A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected publication's inventor, publication-number, date and assignee fields support this exact bibliographic assertion.","source_id":"pxa-s-WO2018185672A1","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"First-party institutional career, subject, coauthors or portfolio corroborates the profile-to-inventor match; it does not independently establish every bibliographic field or all portfolio coverage.","source_id":"pxa-s-danielli-cv","stance":"supports"}],"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","id":"pxa-c-r14-WO2018185672A1","opposing_source_ids":[],"supporting_source_ids":["pxa-s-WO2018185672A1","pxa-s-danielli-cv"],"text":"For researcher r14 (Amos Danielli), WO2018185672A1 (Bio-assay capture surfaces with bleached autofluorescence) explicitly lists Amos Danielli as inventor(s). The attached identity evidence supports attributing this representative record to this researcher across affiliations. Publication date 2018-10-11; the record lists assignee(s) Magbiosense Inc.","uncertainty":"WIP; independent source review pending. Name-to-person attribution uses stated contextual evidence. One representative record is not an exhaustive family/portfolio inventory; listed assignee is bibliographic metadata, not verified current legal ownership.","verifiers":[{"agent":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxa-s-WO2018185672A1","pxa-s-danielli-cv"],"locator":"https://patents.google.com/patent/WO2018185672A1/en — Info: Publication number, Inventor, Publication date, Original Assignee; HTML SHA-256 3b4028be375446acbb472210d021e12b6249b41ae331be033bf710f459272866; accessed 2026-09-07. Exact reviewed record SHA-256 de3dfa21f5a44d5cf3f4d646379bf23461a6e84724a00f96fdd1b58fedf29c47.","rationale":"r14/WO2018185672A1: front matter names Amos Danielli, Orr HADASS, Jasenka Verbarg; title and publication date 2018-10-11 match the raw addition. The original-assignee metadata reads Magbiosense Inc. The CV identifies Amos Danielli, BIU, doctoral supervisor Ady Arie and MagBiosense founding. Page 8 names the same patent/PCT entries and co-inventors Margulis, Burg, Hadass and Verbarg. Publication dates and applicants are taken from independently inspected patent front matter, not CV dates. This supports bibliographic inventor attribution, not present legal ownership or complete portfolio coverage.","verdict":"supports"}]},"pxb-c-r16-US10421785B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s006","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r16-US10421785B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s006"],"text":"r16 (Rachela Popovtzer) is attributable as a named inventor of US10421785B2, Delta receptor agonist peptides and use thereof, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s006"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10421785b2","rationale":"Independently read US10421785B2 front matter on 2026-09-07: inventor(s) Gal Yadid; Michael Firer; Rachela Popovtzer. Exact title and assignee metadata match the raw record; Family ID 59999248 matches. The exact uncommon name Rachela Popovtzer and the retained Nanocarry publication's Betzer/Motiei co-inventors connect the nanomedicine records; all seven added inventor fields were read, including the earlier Ramot electrochemical invention. Publication date 2019-09-24 matches.","verdict":"supports"}]},"pxb-c-r16-US10478132B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s005","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r16-US10478132B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s005"],"text":"r16 (Rachela Popovtzer) is attributable as a named inventor of US10478132B2, Glucose conjugated gold nanoparticle, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s005"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10478132b2","rationale":"Independently read US10478132B2 front matter on 2026-09-07: inventor(s) Rachela Popovtzer; Menachem MOTIEI; Tamar DREIFUSS. Exact title and assignee metadata match the raw record; Family ID 59226037 matches. The exact uncommon name Rachela Popovtzer and the retained Nanocarry publication's Betzer/Motiei co-inventors connect the nanomedicine records; all seven added inventor fields were read, including the earlier Ramot electrochemical invention. Publication date 2019-11-19 matches.","verdict":"supports"}]},"pxb-c-r16-US12226496B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s002","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r16-US12226496B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s002"],"text":"r16 (Rachela Popovtzer) is attributable as a named inventor of US12226496B2, Polymeric core-shell particles, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s002"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us12226496b2","rationale":"Independently read US12226496B2 front matter on 2026-09-07: inventor(s) Rachela Popovtzer; Chen Tzror-Azankot; Menachem MOTIEI. Exact title and assignee metadata match the raw record; Family ID 68386367 matches. The exact uncommon name Rachela Popovtzer and the retained Nanocarry publication's Betzer/Motiei co-inventors connect the nanomedicine records; all seven added inventor fields were read, including the earlier Ramot electrochemical invention. Publication date 2025-02-18 matches.","verdict":"supports"}]},"pxb-c-r16-US20240293561A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s004","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r16-US20240293561A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s004"],"text":"r16 (Rachela Popovtzer) is attributable as a named inventor of US20240293561A1, Brain permeable multifunctional system and uses thereof, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s004"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20240293561a1","rationale":"Independently read US20240293561A1 front matter on 2026-09-07: inventor(s) Rachela Popovtzer; Oshra BETZER; SAGIV Yuval SAGIV; Revital Mandil-Levin; Adam A. ANTEBI. Exact title and assignee metadata match the raw record; Family ID 84920126 matches. The exact uncommon name Rachela Popovtzer and the retained Nanocarry publication's Betzer/Motiei co-inventors connect the nanomedicine records; all seven added inventor fields were read, including the earlier Ramot electrochemical invention. Publication date 2024-09-05 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s004 publication_date and the revised observed-date sentence match my independently captured 2024-09-05 evidence.","verdict":"supports"}]},"pxb-c-r16-US20240345080A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s003","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r16-US20240345080A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s003"],"text":"r16 (Rachela Popovtzer) is attributable as a named inventor of US20240345080A1, Biochip sensor for detecting of molecules, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s003"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20240345080a1","rationale":"Independently read US20240345080A1 front matter on 2026-09-07: inventor(s) Rachela Popovtzer; Shir HOCHWALD LIBER; Omry KOREN; Ehud Banin; Yossi BEN DAVID. Exact title and assignee metadata match the raw record; Family ID 86901530 matches. The exact uncommon name Rachela Popovtzer and the retained Nanocarry publication's Betzer/Motiei co-inventors connect the nanomedicine records; all seven added inventor fields were read, including the earlier Ramot electrochemical invention. Publication date 2024-10-17 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s003 publication_date and the revised observed-date sentence match my independently captured 2024-10-17 evidence.","verdict":"supports"}]},"pxb-c-r16-US20260091125A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s001","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r16-US20260091125A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s001"],"text":"r16 (Rachela Popovtzer) is attributable as a named inventor of US20260091125A1, Multifunctional delivery system and uses thereof, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s001"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20260091125a1","rationale":"Independently read US20260091125A1 front matter on 2026-09-07: inventor(s) Revital MANDIL LEVIN; Oshra BETZER; Yuval SAGIV; Adam Antebi; Rachela Popovtzer. Exact title and assignee metadata match the raw record; Family ID 88835014 matches. The exact uncommon name Rachela Popovtzer and the retained Nanocarry publication's Betzer/Motiei co-inventors connect the nanomedicine records; all seven added inventor fields were read, including the earlier Ramot electrochemical invention. Publication date 2026-04-02 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s001 publication_date and the revised observed-date sentence match my independently captured 2026-04-02 evidence.","verdict":"supports"}]},"pxb-c-r16-US8268577B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s007","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r16-US8268577B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s007"],"text":"r16 (Rachela Popovtzer) is attributable as a named inventor of US8268577B2, Electrochemical methods of detecting colon cancer cells and use of same for diagnosing and monitoring treatment of the disease, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s007"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us8268577b2","rationale":"Independently read US8268577B2 front matter on 2026-09-07: inventor(s) Judith Rishpon; Rachela Popovtzer; Yosi Shacham-Diamand; Tova Neufeld; Sefi Vernick. Exact title and assignee metadata match the raw record; Family ID 39530621 matches. The exact uncommon name Rachela Popovtzer and the retained Nanocarry publication's Betzer/Motiei co-inventors connect the nanomedicine records; all seven added inventor fields were read, including the earlier Ramot electrochemical invention. Publication date 2012-09-18 matches.","verdict":"supports"}]},"pxb-c-r18-US10364457B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s051","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-alon-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r18-US10364457B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s051","pxb-alon-cv"],"text":"r18 (Shahar Alon) is attributable as a named inventor of US10364457B2, Nanoscale imaging of proteins and nucleic acids via expansion microscopy, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s051","pxb-alon-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10364457b2","rationale":"Independently read US10364457B2 front matter on 2026-09-07: inventor(s) Asmamaw Wassie; Fei Chen; Edward Stuart Boyden; Shahar Alon; George Church; Evan Daugharthy. Exact title and assignee metadata match the raw record; Family ID 56740485 matches. The independently read embedded January 2020 CV identifies Shahar Alon as MIT/Boyden postdoc and BIU faculty and lists three of the added inventions by application/title; the ATAC publication names the same Alon/Chen/Boyden network. The baseline publication independently names Shahar Alon. Publication date 2019-07-30 matches.","verdict":"supports"}]},"pxb-c-r18-US10526649B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s052","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-alon-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r18-US10526649B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s052","pxb-alon-cv"],"text":"r18 (Shahar Alon) is attributable as a named inventor of US10526649B2, Augmenting in situ nucleic acid sequencing of expanded biological samples with in vitro sequence information, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s052","pxb-alon-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10526649b2","rationale":"Independently read US10526649B2 front matter on 2026-09-07: inventor(s) Fei Chen; Shahar Alon; Andrew Payne; Asmamaw Wassie; Daniel Goodwin; Edward Stuart Boyden; Evan Daugharthy; Jonathan Scheiman. Exact title and assignee metadata match the raw record; Family ID 62021069 matches. The independently read embedded January 2020 CV identifies Shahar Alon as MIT/Boyden postdoc and BIU faculty and lists three of the added inventions by application/title; the ATAC publication names the same Alon/Chen/Boyden network. The baseline publication independently names Shahar Alon. Publication date 2020-01-07 matches.","verdict":"supports"}]},"pxb-c-r18-US10995361B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s009","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-alon-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r18-US10995361B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s009","pxb-alon-cv"],"text":"r18 (Shahar Alon) is attributable as a named inventor of US10995361B2, Multiplexed signal amplified FISH via splinted ligation amplification and sequencing, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s009","pxb-alon-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10995361b2","rationale":"Independently read US10995361B2 front matter on 2026-09-07: inventor(s) Fei Chen; Asmamaw T. Wassie; Shahar Alon; Adam Henry Marblestone; Anubhav Sinha; Andrew Payne; Edward Stuart Boyden. Exact title and assignee metadata match the raw record; Family ID 61189517 matches. The independently read embedded January 2020 CV identifies Shahar Alon as MIT/Boyden postdoc and BIU faculty and lists three of the added inventions by application/title; the ATAC publication names the same Alon/Chen/Boyden network. The baseline publication independently names Shahar Alon. Publication date 2021-05-04 matches.","verdict":"supports"}]},"pxb-c-r18-US11180804B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s008","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-alon-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r18-US11180804B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s008","pxb-alon-cv"],"text":"r18 (Shahar Alon) is attributable as a named inventor of US11180804B2, In situ ATAC sequencing, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s008","pxb-alon-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us11180804b2","rationale":"Independently read US11180804B2 front matter on 2026-09-07: inventor(s) Fei Chen; Andrew C. Payne; Jason D. Buenrostro; Paul Reginato; Edward Stuart Boyden; Shahar Alon. Exact title and assignee metadata match the raw record; Family ID 63143423 matches. The independently read embedded January 2020 CV identifies Shahar Alon as MIT/Boyden postdoc and BIU faculty and lists three of the added inventions by application/title; the ATAC publication names the same Alon/Chen/Boyden network. The baseline publication independently names Shahar Alon. Publication date 2021-11-23 matches.","verdict":"supports"}]},"pxb-c-r19-US11323334B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s011","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-somin-bio","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r19-US11323334B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s011","pxb-somin-bio"],"text":"r19 (Shahar Somin) is attributable as a named inventor of US11323334B2, Systems and methods for network stabilization prediction, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s011","pxb-somin-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us11323334b2","rationale":"Independently read US11323334B2 front matter on 2026-09-07: inventor(s) Yaniv Altshuler; Shahar Somin; Goren Gordon. Exact title and assignee metadata match the raw record; Family ID 70283921 matches. The university biography reopened through web retrieval after one direct-HTTP interstitial. It names network-intelligence research and publications coauthored with Yaniv Altshuler, matching the inspected patent's Somin/Altshuler inventors. Publication date 2022-05-03 matches.","verdict":"supports"}]},"pxb-c-r20-US20250020950A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s013","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-lewi-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r20-US20250020950A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s013","pxb-lewi-list"],"text":"r20 (Tomer Lewi) is attributable as a named inventor of US20250020950A1, Metasurface and photonic device using the same, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s013","pxb-lewi-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20250020950a1","rationale":"Independently read US20250020950A1 front matter on 2026-09-07: inventor(s) Tomer LEWI; Shany COHEN. Exact title and assignee metadata match the raw record; Family ID 94211178 matches. The inspected BIU application explicitly names Tomer Lewi and Shany Cohen in the matching photonic field. The university patent list was independently read in the authorized supplement and explicitly names Tomer Lewi/Shany Cohen on application 18/766,826 with the matching title. Publication date 2025-01-16 is independently observed and now matches the revised record. All supporting citations have now been independently read, including the authorized supplement. Targeted re-review also confirms pxb-s013 publication_date and the revised observed-date sentence match my independently captured 2025-01-16 evidence.","verdict":"supports"}]},"pxb-c-r21-US9850483B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s010","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-kalisky-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r21-US9850483B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s010","pxb-kalisky-list"],"text":"r21 (Tomer Kalisky) is attributable as a named inventor of US9850483B2, Methods and systems for analysis of single cells, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s010","pxb-kalisky-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us9850483b2","rationale":"Independently read US9850483B2 front matter on 2026-09-07: inventor(s) Michael F. Clarke; Stephen R. Quake; Piero D. Dalerba; Huiping Liu; Anne A. Leyrat; Tomer Kalisky; Maximilian Diehn; Michael Rothenberg; Jianbin Wang; Neethan Lobo. Exact title and assignee metadata match the raw record; Family ID 45497156 matches. The retained Stanford single-cell publication and added Stanford publication both explicitly name Tomer Kalisky and share Clarke/Quake/Dalerba/Liu/Leyrat/Diehn/Wang co-inventors. The personal publication list was independently read in the authorized supplement and names Tomer Kalisky and the matching co-inventors on the added invention, application US-20130225435. Publication date 2017-12-26 matches. All supporting citations have now been independently read, including the authorized supplement.","verdict":"supports"}]},"pxb-c-r22-US10474908B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s014","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fetaya-bio","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r22-US10474908B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s014","pxb-fetaya-bio"],"text":"r22 (Ethan Fetaya) is attributable as a named inventor of US10474908B2, Unified deep convolutional neural net for free-space estimation, object detection and object pose estimation, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s014","pxb-fetaya-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10474908b2","rationale":"Independently read US10474908B2 front matter on 2026-09-07: inventor(s) Dan Levi; Noa Garnett; Ethan Fetaya; Shaul Oron. Exact title and assignee metadata match the raw record; Family ID 64666482 matches. Fetaya's independently read Toronto homepage identifies the Weizmann/Ullman computer-vision history and lists StixelNet with Dan Levi and Noa Garnett, matching the GM publication's inventor network. Both added publications explicitly name Ethan Fetaya; the later one also lists BIU and GM. Publication date 2019-11-12 matches.","verdict":"supports"}]},"pxb-c-r22-US20250087217A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s015","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fetaya-bio","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r22-US20250087217A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s015","pxb-fetaya-bio"],"text":"r22 (Ethan Fetaya) is attributable as a named inventor of US20250087217A1, Low-latency speaker separation, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s015","pxb-fetaya-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20250087217a1","rationale":"Independently read US20250087217A1 front matter on 2026-09-07: inventor(s) Boris Rubenchik; Elior Hadad; Eli Tzirkel-Hancock; Sharon GANNOT; Ethan Fetaya. Exact title and assignee metadata match the raw record; Family ID 93746631 matches. Fetaya's independently read Toronto homepage identifies the Weizmann/Ullman computer-vision history and lists StixelNet with Dan Levi and Noa Garnett, matching the GM publication's inventor network. Both added publications explicitly name Ethan Fetaya; the later one also lists BIU and GM. Publication date 2025-03-13 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s015 publication_date and the revised observed-date sentence match my independently captured 2025-03-13 evidence.","verdict":"supports"}]},"pxb-c-r23-US20020144209A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s027","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US20020144209A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s027","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US20020144209A1, System for enhanced error correction in trellis decoding, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s027","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20020144209a1","rationale":"Independently read US20020144209A1 front matter on 2026-09-07: inventor(s) Meir Ariel; Jacob Goldberger; Michael Margaliot; Ofer Amrani. Exact title and assignee metadata match the raw record; Family ID 25134713 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 2002-10-03 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s027 publication_date and the revised observed-date sentence match my independently captured 2002-10-03 evidence.","verdict":"supports"}]},"pxb-c-r23-US20020146074A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s026","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US20020146074A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s026","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US20020146074A1, Unequal error protection of variable-length data packets based on recursive systematic convolutional coding, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s026","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20020146074a1","rationale":"Independently read US20020146074A1 front matter on 2026-09-07: inventor(s) Meir Ariel; Jacob Goldberger; Ofer Amrani. Exact title and assignee metadata match the raw record; Family ID 25134710 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 2002-10-10 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s026 publication_date and the revised observed-date sentence match my independently captured 2002-10-10 evidence.","verdict":"supports"}]},"pxb-c-r23-US20020157058A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s025","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US20020157058A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s025","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US20020157058A1, System and method for feedback-based unequal error protection coding, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s025","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20020157058a1","rationale":"Independently read US20020157058A1 front matter on 2026-09-07: inventor(s) Meir Ariel; Jacob Goldberger; Ofer Amrani. Exact title and assignee metadata match the raw record; Family ID 25135673 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 2002-10-24 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s025 publication_date and the revised observed-date sentence match my independently captured 2002-10-24 evidence.","verdict":"supports"}]},"pxb-c-r23-US20220231785A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s018","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US20220231785A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s018","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US20220231785A1, Permutation selection for decoding of error correction codes, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s018","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20220231785a1","rationale":"Independently read US20220231785A1 front matter on 2026-09-07: inventor(s) Yair Beery; Nir Raviv; Tomer Raviv; Jacob Goldberger; Avi CACIULARU. Exact title and assignee metadata match the raw record; Family ID 82406693 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 2022-07-21 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s018 publication_date and the revised observed-date sentence match my independently captured 2022-07-21 evidence.","verdict":"supports"}]},"pxb-c-r23-US5809465A":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s024","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US5809465A","opposing_source_ids":[],"supporting_source_ids":["pxb-s024","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US5809465A, Pattern recognition system, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s024","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us5809465a","rationale":"Independently read US5809465A front matter on 2026-09-07: inventor(s) Gabriel Ilan; Jacob Goldberger. Exact title and assignee metadata match the raw record; Family ID 11067302 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 1998-09-15 matches.","verdict":"supports"}]},"pxb-c-r23-US6023529A":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s023","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US6023529A","opposing_source_ids":[],"supporting_source_ids":["pxb-s023","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US6023529A, Handwritten pattern recognizer with selective feature weighting, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s023","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us6023529a","rationale":"Independently read US6023529A front matter on 2026-09-07: inventor(s) Gabriel Ilan; Jacob Goldberger. Exact title and assignee metadata match the raw record; Family ID 11066571 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 2000-02-08 matches.","verdict":"supports"}]},"pxb-c-r23-US6195638B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s021","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US6195638B1","opposing_source_ids":[],"supporting_source_ids":["pxb-s021","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US6195638B1, Pattern recognition system, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s021","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us6195638b1","rationale":"Independently read US6195638B1 front matter on 2026-09-07: inventor(s) Gabriel Ilan; Jacob Goldberger. Exact title and assignee metadata match the raw record; Family ID 26323017 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 2001-02-27 matches.","verdict":"supports"}]},"pxb-c-r23-US6201541B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s022","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US6201541B1","opposing_source_ids":[],"supporting_source_ids":["pxb-s022","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US6201541B1, System and method for “Stitching” a plurality of reconstructions of three-dimensional surface features of object(s) in a scene defined relative to respective coordinate systems to relate them to a common coordinate system, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s022","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us6201541b1","rationale":"Independently read US6201541B1 front matter on 2026-09-07: inventor(s) Tamir Shalom; Ilan Zelnik; Jacob Goldberger. Exact title and assignee metadata match the raw record; Family ID 25534702 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 2001-03-13 matches.","verdict":"supports"}]},"pxb-c-r23-US7606801B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s020","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US7606801B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s020","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US7606801B2, Automatic management of storage access control, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s020","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us7606801b2","rationale":"Independently read US7606801B2 front matter on 2026-09-07: inventor(s) Yakov Faitelson; Jacob Goldberger; Ohad Korkus. Exact title and assignee metadata match the raw record; Family ID 37495353 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 2009-10-20 matches.","verdict":"supports"}]},"pxb-c-r23-US9122955B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s019","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-gold-cv","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r23-US9122955B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s019","pxb-gold-cv"],"text":"r23 (Jacob Goldberger) is attributable as a named inventor of US9122955B2, Method and system of classifying medical images, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s019","pxb-gold-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us9122955b2","rationale":"Independently read US9122955B2 front matter on 2026-09-07: inventor(s) Hayit Greenspan; Jacob Goldberger; Uri AVNI; Eli KONEN; Michal Sharon. Exact title and assignee metadata match the raw record; Family ID 45352602 matches. Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Publication date 2015-09-01 matches.","verdict":"supports"}]},"pxb-c-r24-US11334799B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s016","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-singer-bio","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r24-US11334799B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s016","pxb-singer-bio"],"text":"r24 (Gonen Singer) is attributable as a named inventor of US11334799B2, System and method for ordinal classification using a risk-based weighted information gain measure, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s016","pxb-singer-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us11334799b2","rationale":"Independently read US11334799B2 front matter on 2026-09-07: inventor(s) Roee Eli ANUAR OR; Gonen SINGER. Exact title and assignee metadata match the raw record; Family ID 71124013 matches. The independently read university biography explicitly identifies Gonen Singer as CB4 co-founder. Both inspected C-B4 patent publications name Gonen Singer with Roee Eli Anuar Or. Publication date 2022-05-17 matches.","verdict":"supports"}]},"pxb-c-r24-US20190073620A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s017","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-singer-bio","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r24-US20190073620A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s017","pxb-singer-bio"],"text":"r24 (Gonen Singer) is attributable as a named inventor of US20190073620A1, System, method and computer program product for data analysis, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s017","pxb-singer-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20190073620a1","rationale":"Independently read US20190073620A1 front matter on 2026-09-07: inventor(s) Roee Eli ANUAR OR; Gonen SINGER; Noam Lee Cohen. Exact title and assignee metadata match the raw record; Family ID 59963685 matches. The independently read university biography explicitly identifies Gonen Singer as CB4 co-founder. Both inspected C-B4 patent publications name Gonen Singer with Roee Eli Anuar Or. Publication date 2019-03-07 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s017 publication_date and the revised observed-date sentence match my independently captured 2019-03-07 evidence.","verdict":"supports"}]},"pxb-c-r27-US10002660B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s038","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US10002660B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s038","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US10002660B2, Transistor gain cell with feedback, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s038","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10002660b2","rationale":"Independently read US10002660B2 front matter on 2026-09-07: inventor(s) Robert GITERMAN; Adam TEMAN; Pascal MEINERZHAGEN; Andreas Burg; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 59999621 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2018-06-19 matches.","verdict":"supports"}]},"pxb-c-r27-US10169617B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s039","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US10169617B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s039","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US10169617B2, Multi-topology logic gates, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s039","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10169617b2","rationale":"Independently read US10169617B2 front matter on 2026-09-07: inventor(s) Alexander Fish; Moshe AVITAL; Hadar DAGAN; Osnat Keren. Exact title and assignee metadata match the raw record; Family ID 54358262 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2019-01-01 matches.","verdict":"supports"}]},"pxb-c-r27-US10497410B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s036","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US10497410B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s036","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US10497410B2, High-density memory macro, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s036","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10497410b2","rationale":"Independently read US10497410B2 front matter on 2026-09-07: inventor(s) Elad Mentovich; Narkis Geuli; Robert GITERMAN; Alexander Fish; Adam TEMAN. Exact title and assignee metadata match the raw record; Family ID 65518724 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2019-12-03 matches.","verdict":"supports"}]},"pxb-c-r27-US10521530B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s035","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US10521530B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s035","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US10521530B2, Data-dependent delay circuits, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s035","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10521530b2","rationale":"Independently read US10521530B2 front matter on 2026-09-07: inventor(s) Itamar LEVI; Osnat Keren; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 61010534 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2019-12-31 matches.","verdict":"supports"}]},"pxb-c-r27-US10951391B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s033","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US10951391B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s033","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US10951391B2, Randomized logic against side channel attacks, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s033","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10951391b2","rationale":"Independently read US10951391B2 front matter on 2026-09-07: inventor(s) Moshe AVITAL; Itamar Levy; Osnat Keren; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 58188771 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2021-03-16 matches.","verdict":"supports"}]},"pxb-c-r27-US10991421B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s032","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US10991421B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s032","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US10991421B2, Complementary dual-modular redundancy memory cell, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s032","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us10991421b2","rationale":"Independently read US10991421B2 front matter on 2026-09-07: inventor(s) Robert GITERMAN; Lior ATIAS; Adam TEMAN; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 61619370 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2021-04-27 matches.","verdict":"supports"}]},"pxb-c-r27-US11023632B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s031","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected variant explicitly lists Alexander Fish and the same family ID; this supports grouping bibliographic variants, not asserting identical legal claims.","source_id":"pxb-s034","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US11023632B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s031","pxb-fish-list","pxb-s034"],"text":"r27 (Alex Fish) is attributable as a named inventor of US11023632B2, Pseudo-asynchronous digital circuit design, on the inspected public patent record. The same researcher is listed on inspected variant US10572619B2, grouped because both records display the same Google family ID.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s031","pxb-fish-list","pxb-s034"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us11023632b2","rationale":"Independently read US11023632B2 front matter on 2026-09-07: inventor(s) Itamar LEVI; Osnat Keren; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 60785310 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2021-06-01 matches. All supporting citations have now been independently read, including the authorized supplement.","verdict":"supports"}]},"pxb-c-r27-US11127455B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s030","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US11127455B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s030","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US11127455B2, Fin-FET gain cells, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s030","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us11127455b2","rationale":"Independently read US11127455B2 front matter on 2026-09-07: inventor(s) Adam TEMAN; Amir Shalom; Robert GITERMAN; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 76091677 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2021-09-21 matches.","verdict":"supports"}]},"pxb-c-r27-US11321460B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s029","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US11321460B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s029","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US11321460B2, Information redistribution to reduce side channel leakage, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s029","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us11321460b2","rationale":"Independently read US11321460B2 front matter on 2026-09-07: inventor(s) Alexander Fish; Osnat Keren; Yoav Weizman; Matan ELKONI. Exact title and assignee metadata match the raw record; Family ID 67805687 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2022-05-03 matches.","verdict":"supports"}]},"pxb-c-r27-US11586778B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s028","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US11586778B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s028","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US11586778B2, Secured memory, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s028","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us11586778b2","rationale":"Independently read US11586778B2 front matter on 2026-09-07: inventor(s) Robert GITERMAN; Itamar LEVI; Yoav Weizman; Osnat Keren; Alexander Fish; Maoz VIZENTOVSKI. Exact title and assignee metadata match the raw record; Family ID 66751377 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2023-02-21 matches.","verdict":"supports"}]},"pxb-c-r27-US20090094570A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s050","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US20090094570A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s050","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US20090094570A1, Configurable Asic-based Sensing Circuit, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s050","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20090094570a1","rationale":"Independently read US20090094570A1 front matter on 2026-09-07: inventor(s) Evgeny Artyomov; Alexander Fish; Orly Yadid-Pecht; Boris Maliatski. Exact title and assignee metadata match the raw record; Family ID 37806204 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2009-04-09 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s050 publication_date and the revised observed-date sentence match my independently captured 2009-04-09 evidence.","verdict":"supports"}]},"pxb-c-r27-US20150253502A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s041","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US20150253502A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s041","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US20150253502A1, Integrated circuit with photonic elements, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s041","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20150253502a1","rationale":"Independently read US20150253502A1 front matter on 2026-09-07: inventor(s) Alexander Fish; Zeev Zalevsky; Amihai Meiri; Ori Bass. Exact title and assignee metadata match the raw record; Family ID 50277724 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2015-09-10 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s041 publication_date and the revised observed-date sentence match my independently captured 2015-09-10 evidence.","verdict":"supports"}]},"pxb-c-r27-US20190187957A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s037","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US20190187957A1","opposing_source_ids":[],"supporting_source_ids":["pxb-s037","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US20190187957A1, Compact bit generator, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s037","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us20190187957a1","rationale":"Independently read US20190187957A1 front matter on 2026-09-07: inventor(s) Moshe AVITAL; Anatoli Mordakhay; Yoav Weizman; Osnat Keren; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 66814473 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2019-06-20 is independently observed and now matches the revised record. Targeted re-review also confirms pxb-s037 publication_date and the revised observed-date sentence match my independently captured 2019-06-20 evidence.","verdict":"supports"}]},"pxb-c-r27-US7990451B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s049","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US7990451B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s049","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US7990451B2, Optical pixel and image sensor, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s049","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us7990451b2","rationale":"Independently read US7990451B2 front matter on 2026-09-07: inventor(s) Alexander Belenky; Alexander Fish; Orly Yadid-Pecht. Exact title and assignee metadata match the raw record; Family ID 39430147 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2011-08-02 matches.","verdict":"supports"}]},"pxb-c-r27-US8161427B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s047","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US8161427B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s047","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US8161427B2, Logic circuit and method of logic circuit design, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s047","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us8161427b2","rationale":"Independently read US8161427B2 front matter on 2026-09-07: inventor(s) Arkadiy Morgenshtein; Alexander Fish; Israel A. Wagner. Exact title and assignee metadata match the raw record; Family ID 32684871 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2012-04-17 matches.","verdict":"supports"}]},"pxb-c-r27-US8188767B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s046","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected variant explicitly lists Alexander Fish and the same family ID; this supports grouping bibliographic variants, not asserting identical legal claims.","source_id":"pxb-s048","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US8188767B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s046","pxb-fish-list","pxb-s048"],"text":"r27 (Alex Fish) is attributable as a named inventor of US8188767B2, Logic circuit and method of logic circuit design, on the inspected public patent record. The same researcher is listed on inspected variant US8004316B2, grouped because both records display the same Google family ID.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s046","pxb-fish-list","pxb-s048"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us8188767b2","rationale":"Independently read US8188767B2 front matter on 2026-09-07: inventor(s) Alexander Fish; Arkadiy Morgenshtein. Exact title and assignee metadata match the raw record; Family ID 36829688 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2012-05-29 matches. All supporting citations have now been independently read, including the authorized supplement.","verdict":"supports"}]},"pxb-c-r27-US8280098B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s045","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US8280098B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s045","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US8280098B2, Digital watermarking CMOS sensor, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s045","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us8280098b2","rationale":"Independently read US8280098B2 front matter on 2026-09-07: inventor(s) Orly Yadid-Pecht; Yonatan Shoshan; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 41319101 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2012-10-02 matches.","verdict":"supports"}]},"pxb-c-r27-US8531873B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s044","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US8531873B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s044","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US8531873B2, Ultra low power SRAM cell circuit with a supply feedback loop for near and sub threshold operation, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s044","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us8531873b2","rationale":"Independently read US8531873B2 front matter on 2026-09-07: inventor(s) Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 47090132 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2013-09-10 matches.","verdict":"supports"}]},"pxb-c-r27-US8773895B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s043","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US8773895B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s043","pxb-fish-list"],"text":"r27 (Alex Fish) is attributable as a named inventor of US8773895B2, Ultra low power memory cell with a supply feedback loop configured for minimal leakage operation, on the inspected public patent record.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s043","pxb-fish-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us8773895b2","rationale":"Independently read US8773895B2 front matter on 2026-09-07: inventor(s) Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish. Exact title and assignee metadata match the raw record; Family ID 47090133 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2014-07-08 matches.","verdict":"supports"}]},"pxb-c-r27-US9430598B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The individually inspected publication explicitly lists the inventor's name; bibliographic attribution is the claim, not grant validity, current ownership, or efficacy.","source_id":"pxb-s040","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The named researcher's own institutional career, publication or patent list supplies identity/co-inventor context. It does not independently certify each legal record.","source_id":"pxb-fish-list","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected variant explicitly lists Alexander Fish and the same family ID; this supports grouping bibliographic variants, not asserting identical legal claims.","source_id":"pxb-s042","stance":"supports"}],"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","id":"pxb-c-r27-US9430598B2","opposing_source_ids":[],"supporting_source_ids":["pxb-s040","pxb-fish-list","pxb-s042"],"text":"r27 (Alex Fish) is attributable as a named inventor of US9430598B2, Dual mode logic circuits, on the inspected public patent record. The same researcher is listed on inspected variant US8901965B2, grouped because both records display the same Google family ID.","uncertainty":"WIP pending independent inventor-attribution review. Name and career/co-inventor mapping are evidence-based attribution, not legal identity certification. Family identifiers are discovery groupings, not a complete priority or ownership audit.","verifiers":[{"agent":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxb-s040","pxb-fish-list","pxb-s042"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#us9430598b2","rationale":"Independently read US9430598B2 front matter on 2026-09-07: inventor(s) Alexander Fish; Asaf Kaizerman; Itamar Levy; Sagi Fisher. Exact title and assignee metadata match the raw record; Family ID 47628690 matches. The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Publication date 2016-08-30 matches. All supporting citations have now been independently read, including the authorized supplement.","verdict":"supports"}]},"pxc-c-r30-US10411720B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US10411720B2","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-medina-index","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r30-US10411720B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US10411720B2","pxc-s-medina-index"],"text":"r30 (Moti Medina) is attributable as inventor to US10411720B2: Efficient and dependable clock synchronization in hardware. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US10411720B2","pxc-s-medina-index"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r30-US10411720B2","rationale":"Inspected publication US10411720B2; title \"Efficient and dependable clock synchronization in hardware\"; inventor field: Christoph Lenzen Matthias FÜGGER Attila KINALI Stephan FRIEDRICHS Moti MEDINA; publication date 2019-09-10; original-assignee field: Max Planck Gesellschaft zur Foerderung der Wissenschaften eV; Google family 55066390. Medina's own patent list explicitly names Mordechai (Moti) Medina and both grant numbers.","verdict":"supports"}]},"pxc-c-r30-US11520370B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US11520370B2","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-medina-index","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r30-US11520370B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US11520370B2","pxc-s-medina-index"],"text":"r30 (Moti Medina) is attributable as inventor to US11520370B2: Delay element, delay element chain and fast all-digital clock frequency adaptation circuit for voltage droop tolerance. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US11520370B2","pxc-s-medina-index"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r30-US11520370B2","rationale":"Inspected publication US11520370B2; title \"Delay element, delay element chain and fast all-digital clock frequency adaptation circuit for voltage droop tolerance\"; inventor field: Christoph Lenzen Matthias FÜGGER Ben WIEDERHAKE Attila KINALI Mordechai Medina; publication date 2022-12-06; original-assignee field: Max Planck Gesellschaft zur Foerderung der Wissenschaften eV; Google family 61691221. Medina's own patent list explicitly names Mordechai (Moti) Medina and both grant numbers.","verdict":"supports"}]},"pxc-c-r32-US10996959B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US10996959B2","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US10996959B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US10996959B2","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US10996959B2: Hybrid processor. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US10996959B2","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US10996959B2","rationale":"Inspected publication US10996959B2; title \"Hybrid processor\"; inventor field: Amir Morad Leonid Yavits Shahar Kvatinsky Ran Ginosar; publication date 2021-05-04; original-assignee field: Technion Research and Development Foundation Ltd; Google family 56554373. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20080120675A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20080120675A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20080120675A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20080120675A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20080120675A1: Home gateway for multiple units. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20080120675A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20080120675A1","rationale":"Inspected publication US20080120675A1; title \"Home gateway for multiple units\"; inventor field: Amir Morad Leonid Yavits Gedalia Oxman Michael Khrapkovsky Ofer Austerlitz; publication date 2008-05-22; original-assignee field: Horizon Semiconductors Ltd; Google family 39418399. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20080120676A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20080120676A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20080120676A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20080120676A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20080120676A1: Integrated circuit, an encoder/decoder architecture, and a method for processing a media stream. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20080120676A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20080120676A1","rationale":"Inspected publication US20080120676A1; title \"Integrated circuit, an encoder/decoder architecture, and a method for processing a media stream\"; inventor field: Amir Morad Leonid Yavits Gedalia Oxman Ofer Austerlitz Michael Khrapkovsky; publication date 2008-05-22; original-assignee field: Horizon Semiconductors Ltd; Google family 39418400. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20080174694A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20080174694A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20080174694A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20080174694A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20080174694A1: Method and apparatus for video pixel interpolation. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20080174694A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20080174694A1","rationale":"Inspected publication US20080174694A1; title \"Method and apparatus for video pixel interpolation\"; inventor field: Amir Morad Leonid Yavits Ilan Dimnik Gedalia Oxman; publication date 2008-07-24; original-assignee field: Horizon Semiconductors Ltd; Google family 39640822. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20080240093A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20080240093A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20080240093A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20080240093A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20080240093A1: Stream multiplexer/de-multiplexer. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20080240093A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20080240093A1","rationale":"Inspected publication US20080240093A1; title \"Stream multiplexer/de-multiplexer\"; inventor field: Amir Morad Leonid Yavits Gedalia Oxman Michael Khrapkovsky Ofer Austerlitz Hila Madar; publication date 2008-10-02; original-assignee field: Horizon Semiconductors Ltd; Google family 39794191. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20080240230A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20080240230A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20080240230A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20080240230A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20080240230A1: Media processor with an integrated TV receiver. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20080240230A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20080240230A1","rationale":"Inspected publication US20080240230A1; title \"Media processor with an integrated TV receiver\"; inventor field: Gedalia Oxman Shay Landis Moshe Twito Michael Khrapkovsky Amir Morad Leonid Yavits; publication date 2008-10-02; original-assignee field: Horizon Semiconductors Ltd; Google family 39794271. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20080260033A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20080260033A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20080260033A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20080260033A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20080260033A1: Hybrid hierarchical motion estimation for video streams. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20080260033A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20080260033A1","rationale":"Inspected publication US20080260033A1; title \"Hybrid hierarchical motion estimation for video streams\"; inventor field: Ofer Austerlitz Gedalia Oxman Michael Khrapkovsky Shay Landis Ilan Dimnik Amir Morad Leonid Yavits; publication date 2008-10-23; original-assignee field: Horizon Semiconductors Ltd; Google family 39872160. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20080263621A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20080263621A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20080263621A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20080263621A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20080263621A1: Set top box with transcoding capabilities. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20080263621A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20080263621A1","rationale":"Inspected publication US20080263621A1; title \"Set top box with transcoding capabilities\"; inventor field: Ofer Austerlitz Amir Morad Leonid Yavits; publication date 2008-10-23; original-assignee field: Horizon Semiconductors Ltd; Google family 39873550. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20090055005A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20090055005A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20090055005A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20090055005A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20090055005A1: Audio Processor. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20090055005A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20090055005A1","rationale":"Inspected publication US20090055005A1; title \"Audio Processor\"; inventor field: Gedalia Oxman Hila Madar Amir Morad Leonid Yavits Michael Khrapkovsky David M. Castiel; publication date 2009-02-26; original-assignee field: Horizon Semiconductors Ltd; Google family 40382919. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20090210155A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20090210155A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20090210155A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20090210155A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20090210155A1: Automotive entertainment, communication, navigation and control center. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20090210155A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20090210155A1","rationale":"Inspected publication US20090210155A1; title \"Automotive entertainment, communication, navigation and control center\"; inventor field: Tomer Yosef Morad Leonid Yavits Amir Morad; publication date 2009-08-20; original-assignee field: Horizon Semiconductors Ltd; Google family 40955869. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US20090235312A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20090235312A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US20090235312A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20090235312A1","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US20090235312A1: Targeted content with broadcast material. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20090235312A1","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US20090235312A1","rationale":"Inspected publication US20090235312A1; title \"Targeted content with broadcast material\"; inventor field: Amir Morad Leonid Yavits Tomer Y. Morad; publication date 2009-09-17; original-assignee field: Individual; Google family 41064446. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US6385244B1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US6385244B1","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US6757329B2","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US6385244B1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US6385244B1","pxc-s-US6757329B2","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US6385244B1, US6757329B2: Video encoding device. These inspected publications are grouped by the recorded family identifier.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US6385244B1","pxc-s-US6757329B2","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US6385244B1","rationale":"Inspected publication US6385244B1; title \"Video encoding device\"; inventor field: Amir Morad Leonid Yavits; publication date 2002-05-07; original-assignee field: Visiontech Ltd; Google family 11070893. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser. Separately read US6757329B2 names the same inventors and family 11070893.","verdict":"supports"}]},"pxc-c-r32-US8270479B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US8270479B2","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US8270479B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US8270479B2","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US8270479B2: System and method for video and audio encoding on a single chip. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US8270479B2","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US8270479B2","rationale":"Inspected publication US8270479B2; title \"System and method for video and audio encoding on a single chip\"; inventor field: Amir Morad Leonid Yavits Gadi Oxman Evgeny Spektor Michael Khrapkovsky Gregory Chernov; publication date 2012-09-18; original-assignee field: Broadcom Corp; Google family 27389752. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r32-US9247263B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US9247263B2","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yavits-bio","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r32-US9247263B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US9247263B2","pxc-s-yavits-bio"],"text":"r32 (Leonid Yavits) is attributable as inventor to US9247263B2: Video encoding and video/audio/data multiplexing device. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US9247263B2","pxc-s-yavits-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r32-US9247263B2","rationale":"Inspected publication US9247263B2; title \"Video encoding and video/audio/data multiplexing device\"; inventor field: Leonid Yavits Amir Morad; publication date 2016-01-26; original-assignee field: Broadcom Corp; Google family 11072683. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser.","verdict":"supports"}]},"pxc-c-r34-US20110142181A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20110142181A1","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-leshem-cv","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r34-US20110142181A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20110142181A1","pxc-s-leshem-cv"],"text":"r34 (Amir Leshem) is attributable as inventor to US20110142181A1: Communication system. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20110142181A1","pxc-s-leshem-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r34-US20110142181A1","rationale":"Inspected publication US20110142181A1; title \"Communication system\"; inventor field: Amir Leshem Jacob Goldberger; publication date 2011-06-16; original-assignee field: Individual; Google family 44142896. Leshem's university CV p21 items 1, 2 and 4 matches the first three identifiers; p1 documents Metalink. The separate 2018 WO document names Leshem and Bergel at Bar-Ilan; it is not treated as a repair of CV item 3.","verdict":"supports"}]},"pxc-c-r34-US7609789B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US7609789B2","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-leshem-cv","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r34-US7609789B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US7609789B2","pxc-s-leshem-cv"],"text":"r34 (Amir Leshem) is attributable as inventor to US7609789B2: Phase noise compensation for MIMO WLAN systems. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US7609789B2","pxc-s-leshem-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r34-US7609789B2","rationale":"Inspected publication US7609789B2; title \"Phase noise compensation for MIMO WLAN systems\"; inventor field: Amir Leshem; publication date 2009-10-27; original-assignee field: Metalink Ltd; Google family 37431672. Leshem's university CV p21 items 1, 2 and 4 matches the first three identifiers; p1 documents Metalink. The separate 2018 WO document names Leshem and Bergel at Bar-Ilan; it is not treated as a repair of CV item 3.","verdict":"supports"}]},"pxc-c-r34-US7636406B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US7636406B2","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-leshem-cv","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r34-US7636406B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US7636406B2","pxc-s-leshem-cv"],"text":"r34 (Amir Leshem) is attributable as inventor to US7636406B2: System and method of a MIMO transmitter / receiver. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US7636406B2","pxc-s-leshem-cv"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r34-US7636406B2","rationale":"Inspected publication US7636406B2; title \"System and method of a MIMO transmitter / receiver\"; inventor field: Amir Leshem Nir Tal; publication date 2009-12-22; original-assignee field: Metalink Ltd; Google family 35239437. Leshem's university CV p21 items 1, 2 and 4 matches the first three identifiers; p1 documents Metalink. The separate 2018 WO document names Leshem and Bergel at Bar-Ilan; it is not treated as a repair of CV item 3.","verdict":"supports"}]},"pxc-c-r34-WO2018198118A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-WO2018198118A1","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r34-WO2018198118A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-WO2018198118A1"],"text":"r34 (Amir Leshem) is attributable as inventor to WO2018198118A1: A system and method for coordinated silencing for alien noise mitigation in a multi-users communication system. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-WO2018198118A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r34-WO2018198118A1","rationale":"Inspected publication WO2018198118A1; title \"A system and method for coordinated silencing for alien noise mitigation in a multi-users communication system\"; inventor field: Itshak Bergel Amir Leshem; publication date 2018-11-01; original-assignee field: Bar Ilan University; Google family 63920330. Leshem's university CV p21 items 1, 2 and 4 matches the first three identifiers; p1 documents Metalink. The separate 2018 WO document names Leshem and Bergel at Bar-Ilan; it is not treated as a repair of CV item 3.","verdict":"supports"}]},"pxc-c-r35-US20240195834A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20240195834A1","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r35-US20240195834A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20240195834A1"],"text":"r35 (Eliahu Cohen) is attributable as inventor to US20240195834A1: Multi-level methods for characterizing quantum communication channels. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20240195834A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r35-US20240195834A1","rationale":"Inspected publication US20240195834A1; title \"Multi-level methods for characterizing quantum communication channels\"; inventor field: Tali Septon Elad Mentovich Moshe B. Oron Yonatan Piasetzky Yuval Idan Eliahu Cohen Avshalom Elitzur Taylor Lee Patti; publication date 2024-06-13; original-assignee field: Bar Ilan University Mellanox Technologies Ltd; Google family 91380617. Exact Eliahu Cohen inventor name, Bar-Ilan original applicant, quantum subject and recurring Elitzur/Idan/Shwartz research context support attribution inferentially against the supplied baseline identity. The underlying baseline biography could not be re-opened, so this is not a fresh independent biography confirmation.","verdict":"supports"}]},"pxc-c-r35-US20240232672A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20240232672A1","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r35-US20240232672A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20240232672A1"],"text":"r35 (Eliahu Cohen) is attributable as inventor to US20240232672A1: Utilizing weak measurements to reveal information content via an intercept and resend process on a quantum interconnect link. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20240232672A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r35-US20240232672A1","rationale":"Inspected publication US20240232672A1; title \"Utilizing weak measurements to reveal information content via an intercept and resend process on a quantum interconnect link\"; inventor field: Yuval Idan Avishai ELITZUR Elad Mentovich Tali Septon Eliahu Cohen Taylor Lee Patti Moshe Oron Yonatan Piasetzky; publication date 2024-07-11; original-assignee field: Bar Ilan University Mellanox Technologies Ltd; Google family 91761538. Exact Eliahu Cohen inventor name, Bar-Ilan original applicant, quantum subject and recurring Elitzur/Idan/Shwartz research context support attribution inferentially against the supplied baseline identity. The underlying baseline biography could not be re-opened, so this is not a fresh independent biography confirmation.","verdict":"supports"}]},"pxc-c-r35-US20240288595A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20240288595A1","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r35-US20240288595A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20240288595A1"],"text":"r35 (Eliahu Cohen) is attributable as inventor to US20240288595A1: Method and system for high photon energies imaging. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20240288595A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r35-US20240288595A1","rationale":"Inspected publication US20240288595A1; title \"Method and system for high photon energies imaging\"; inventor field: Eliahu Cohen Sharon Shwartz Adi BEN-YEHUDA Or SEFI Yishay KLEIN Shimon SUKHOLUSKI; publication date 2024-08-29; original-assignee field: Bar Ilan University; Google family 85086433. Exact Eliahu Cohen inventor name, Bar-Ilan original applicant, quantum subject and recurring Elitzur/Idan/Shwartz research context support attribution inferentially against the supplied baseline identity. The underlying baseline biography could not be re-opened, so this is not a fresh independent biography confirmation.","verdict":"supports"}]},"pxc-c-r35-US20240296361A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20240296361A1","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r35-US20240296361A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20240296361A1"],"text":"r35 (Eliahu Cohen) is attributable as inventor to US20240296361A1: Detection of noise and eavesdropping attempts on a quantum communication network by probing auxiliary degrees of freedom. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20240296361A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r35-US20240296361A1","rationale":"Inspected publication US20240296361A1; title \"Detection of noise and eavesdropping attempts on a quantum communication network by probing auxiliary degrees of freedom\"; inventor field: Yuval Idan Avshalom C. ELITZUR Elad Mentovich Tali Septon Eliahu Cohen Taylor Lee Patti Moshe Oron Yonatan Piasetzky; publication date 2024-09-05; original-assignee field: Bar Ilan University Mellanox Technologies Ltd; Google family 92544974. Exact Eliahu Cohen inventor name, Bar-Ilan original applicant, quantum subject and recurring Elitzur/Idan/Shwartz research context support attribution inferentially against the supplied baseline identity. The underlying baseline biography could not be re-opened, so this is not a fresh independent biography confirmation.","verdict":"supports"}]},"pxc-c-r35-US20250365149A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20250365149A1","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r35-US20250365149A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20250365149A1"],"text":"r35 (Eliahu Cohen) is attributable as inventor to US20250365149A1: Quandle-based cryptopgraphic framework. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20250365149A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r35-US20250365149A1","rationale":"Inspected publication US20250365149A1; title \"Quandle-based cryptopgraphic framework\"; inventor field: Elad Mentovich Eitan Zahavi Ran HASSON RUSO Eliahu Cohen Avishy CARMI; publication date 2025-11-27; original-assignee field: Bar Ilan University Mellanox Technologies Ltd; Google family 97754720. Exact Eliahu Cohen inventor name, Bar-Ilan original applicant, quantum subject and recurring Elitzur/Idan/Shwartz research context support attribution inferentially against the supplied baseline identity. The underlying baseline biography could not be re-opened, so this is not a fresh independent biography confirmation.","verdict":"supports"}]},"pxc-c-r35-US20250373340A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20250373340A1","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r35-US20250373340A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20250373340A1"],"text":"r35 (Eliahu Cohen) is attributable as inventor to US20250373340A1: System for quantum information retrieval. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20250373340A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r35-US20250373340A1","rationale":"Inspected publication US20250373340A1; title \"System for quantum information retrieval\"; inventor field: Ziv ABELSON Elad Mentovich Ran HASSON RUSO Eliahu Cohen Yuval Idan Avshalom C. ELITZUR Ariel Ashkenazy Tal GOFMAN; publication date 2025-12-04; original-assignee field: Bar Ilan University Mellanox Technologies Ltd; Google family 97680736. Exact Eliahu Cohen inventor name, Bar-Ilan original applicant, quantum subject and recurring Elitzur/Idan/Shwartz research context support attribution inferentially against the supplied baseline identity. The underlying baseline biography could not be re-opened, so this is not a fresh independent biography confirmation.","verdict":"supports"}]},"pxc-c-r36-US11838104B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US11838104B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-US11838104B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US11838104B2"],"text":"r36 (Zeev Zalevsky) is named inventor on US11838104B2: Wavelength multiplexing processor.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US11838104B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-US11838104B2","rationale":"Inspected publication US11838104B2; title \"Wavelength multiplexing processor\"; inventor field: Eyal Cohen Zeev Zalevsky; publication date 2023-12-05; original-assignee field: Cognifiber Ltd; Google family 80780585. Zalevsky's university-hosted March 2023 CV cover identifies him at Bar-Ilan; the numbered patent list and optical research/co-inventor continuity bridge the publication records.","verdict":"supports"}]},"pxc-c-r36-US12171692B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US12171692B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-US12171692B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US12171692B2"],"text":"r36 (Zeev Zalevsky) is named inventor on US12171692B2: System, method and material composition for use in correction of eye conditions.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US12171692B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-US12171692B2","rationale":"Inspected publication US12171692B2; title \"System, method and material composition for use in correction of eye conditions\"; inventor field: Zeev Zalevsky Jean Paul LELLOUCHE David Smadja Yifat HAREL Rivka BEN ISHAY; publication date 2024-12-24; original-assignee field: Bar Ilan University; Google family 67805276. Zalevsky's university-hosted March 2023 CV cover identifies him at Bar-Ilan; the numbered patent list and optical research/co-inventor continuity bridge the publication records.","verdict":"supports"}]},"pxc-c-r36-US12519918B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US12519918B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-US12519918B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US12519918B2"],"text":"r36 (Zeev Zalevsky) is named inventor on US12519918B2: High resolution imaging behind scattering medium.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US12519918B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-US12519918B2","rationale":"Inspected publication US12519918B2; title \"High resolution imaging behind scattering medium\"; inventor field: Zeev Zalevsky; publication date 2026-01-06; original-assignee field: Bar Ilan University; Google family 88239043. Zalevsky's university-hosted March 2023 CV cover identifies him at Bar-Ilan; the numbered patent list and optical research/co-inventor continuity bridge the publication records.","verdict":"supports"}]},"pxc-c-r36-US12536611B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US12536611B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-US12536611B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US12536611B2"],"text":"r36 (Zeev Zalevsky) is named inventor on US12536611B2: Method and system for super-resolved imaging.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US12536611B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-US12536611B2","rationale":"Inspected publication US12536611B2; title \"Method and system for super-resolved imaging\"; inventor field: Zeev Zalevsky Gal CHEN; publication date 2026-01-27; original-assignee field: Bar Ilan University; Google family 86607765. Zalevsky's university-hosted March 2023 CV cover identifies him at Bar-Ilan; the numbered patent list and optical research/co-inventor continuity bridge the publication records.","verdict":"supports"}]},"pxc-c-r36-cv-001":{"assessments":[{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-cv-001","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US6166833A","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-001","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-001","pxc-s-US6166833A"],"text":"r36 (Zeev Zalevsky) is listed as inventor on US6166833A, US6166833 for \"Zero-order computer generated phase-only holograms\" in CV patent entry 1 and the inspected representative patent.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending. CV is dated March 2023. Uninspected CV identifiers remain self-reported and could contain errors; CV grouping is not legal family equivalence.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-001","pxc-s-US6166833A"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-001","rationale":"Inspected publication US6166833A; title \"Zero-order computer generated phase-only holograms\"; inventor field: David Mendlovic Emanuel Marom Naim Konforti Zeev Zalevsky Gal Shabtay; publication date 2000-12-26; original-assignee field: Ramot at Tel Aviv University Ltd; Google family 11069355. Zalevsky's university-hosted March 2023 CV cover identifies him at Bar-Ilan; the numbered patent list and optical research/co-inventor continuity bridge the publication records. CV p92 item 1 separately lists its older identifiers; only US6166833A has publication-inspected status. ","verdict":"supports"}]},"pxc-c-r36-cv-002":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-002","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-002","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-002"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US5909312 for \"Phase Only Filter for Generating an Arbitrary Illumination Pattern\" as an inventor entry in CV patent entry 2.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-002"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-002","rationale":"CV page 92, Issued Patents item 2, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 2. D. Mendlovic, E. Marom, N. Konforti, Z. Zalevsky and G. Shabtay, \"Phase Only Filter for Generating an Arbitrary Illumination Pattern,\" Israel patent application No. 119341. US patent No. 5909312.","verdict":"supports"}]},"pxc-c-r36-cv-003":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-003","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-003","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-003"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US6344893 for \"Super resolving imaging system\" as an inventor entry in CV patent entry 3.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-003"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-003","rationale":"CV page 92, Issued Patents item 3, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 3. D. Mendlovic, Z. Zalevsky, N. Konforti, E. Marom, G. Shabtay, U. Levy and S. Karako \"Super resolving imaging system,\" US patent No. 6344893.","verdict":"supports"}]},"pxc-c-r36-cv-004":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-004","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-004","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-004"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US6343307 for \"Synthesis of light beams\" as an inventor entry in CV patent entry 4.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-004"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-004","rationale":"CV page 92, Issued Patents item 4, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 4. D. Mendlovic, Z. Zalevsky, G. Shabtay, U. Levy, E. Marom and N. Konforti, \"Synthesis of light beams,\" US patent No. 6343307.","verdict":"supports"}]},"pxc-c-r36-cv-005":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-005","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-005","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-005"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US6807329 for \"Method and device for polarization-based all-optical switching\" as an inventor entry in CV patent entry 5.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-005"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-005","rationale":"CV page 92, Issued Patents item 5, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 5. Z. Zalevsky, N. Konforti, E. Goldenberg, G. Shabtay and Y. Miron, \"Method and device for polarization- based all-optical switching,\" US patent No. 6807329.","verdict":"supports"}]},"pxc-c-r36-cv-006":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-006","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-006","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-006"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7003177 for \"A method and system for super resolution image capture using a mask\" as an inventor entry in CV patent entry 6.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-006"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-006","rationale":"CV page 92, Issued Patents item 6, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 6. D. Mendlovic and Z. Zalevsky, \"A method and system for super resolution image capture using a mask,\" US patent No. 7003177; EU patent No. EP 1169847 B1; German patent No. DE 60043694 D1.","verdict":"supports"}]},"pxc-c-r36-cv-007":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-007","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-007","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-007"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7012749 for \"Optical processing\" as an inventor entry in CV patent entry 7.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-007"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-007","rationale":"CV page 92, Issued Patents item 7, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 7. D. Mendlovic, E. Goldenberg, N. Konforti, Z. Zalevsky and A. Sariel, \"Optical processing,\" US patent No. 7012749.","verdict":"supports"}]},"pxc-c-r36-cv-008":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-008","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-008","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-008"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7061693, US7365917, US7859769, US8192022 for \"Optical method and system for extended depth of focus\" as an inventor entry in CV patent entry 8.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-008"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-008","rationale":"CV page 92, Issued Patents item 8, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 8. Z. Zalevsky, \"Optical method and system for extended depth of focus,\" US patent No. 7061693; US patent No. 7365917; US patent No. 7859769; US pa tent No. 8 192022; South Korean Patent No. 1165051; Japanese Patent Application No. 2007-526697; Singapure patent No. 129858; Russia patent No. 2436135; China patent No. ZL 200580027819.6","verdict":"supports"}]},"pxc-c-r36-cv-009":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-009","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-009","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-009"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7194139 for \"Image compression\" as an inventor entry in CV patent entry 9.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-009"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-009","rationale":"CV page 92, Issued Patents item 9, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 9. A. Sariel, D. Mendlovic, U. Efron, I. Raveh, G. Shabtay , Z. Zalevsky, G. Shabtay, U. Levy, N. Konforti, A. Shemer, D. Shklarsky \"Image compression,\" US patent No. 7194139.","verdict":"supports"}]},"pxc-c-r36-cv-010":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-010","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-010","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-010"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7158317 for \"All optical extended depth-of field imaging system\" as an inventor entry in CV patent entry 10.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-010"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-010","rationale":"CV page 92, Issued Patents item 10, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 10. E. Ben-Eliezer, Z. Zalevsky, E. Marom, N. Konforti and D. Mendlovic, \"All optical extended depth-of field imaging system,\" US patent No. 7158317.","verdict":"supports"}]},"pxc-c-r36-cv-011":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-011","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-011","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-011"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7128420 for \"Image Projecting Device and Method\" as an inventor entry in CV patent entry 11.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-011"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-011","rationale":"CV page 92, Issued Patents item 11, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 11. Y. Kapellner, S. Kapellner, I. Pomerantz, Z. Zalevsky, and E. Sabo, “Image Projecting De vice and Method,” US patent No. 7128420.","verdict":"supports"}]},"pxc-c-r36-cv-012":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-012","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-012","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-012"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7433024 for \"Range mapping using speckle decorrelation\" as an inventor entry in CV patent entry 12.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-012"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-012","rationale":"CV page 92, Issued Patents item 12, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 12. J. Garcia and Z. Zalevsky, \"Range mapping using speckle decorrelation,\" US patent No. 7433024.","verdict":"supports"}]},"pxc-c-r36-cv-013":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-013","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-013","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-013"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7646549, US8040604 for \"Imaging system and method for providing extended depth of focus, range extraction and super resolved imaging\" as an inventor entry in CV patent entry 13.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-013"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-013","rationale":"CV page 92, Issued Patents item 13, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 13. Z. Zalevsky and A. Zlotnik, “Imaging system and method for providing extended depth of focus, range extraction and super resolved imaging,” US patent No. 7646549 and US patent No. 8040604.","verdict":"supports"}]},"pxc-c-r36-cv-014":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-014","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-014","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-014"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7746559 for \"Image projecting device and method\" as an inventor entry in CV patent entry 14.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-014"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-014","rationale":"CV page 92, Issued Patents item 14, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 14. I. Sharon, Z. Zalevsky, G. Manor, Y. Kapellner, “Image projecting device and method,” US patent No. 7746559.","verdict":"supports"}]},"pxc-c-r36-cv-015":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-015","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-015","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-015"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7777932 for \"All Optical System and Method for Providing Extended Depth of Focus of Imaging\" as an inventor entry in CV patent entry 15.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-015"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-015","rationale":"CV page 92, Issued Patents item 15, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 15. Z. Zalevsky and S. Ben Yaish, “All Optical System and Method for Providing Extended Depth of Focus of Imaging,” US patent No. 7777932; Israeli Patent Application No. 194782.","verdict":"supports"}]},"pxc-c-r36-cv-016":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-016","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-016","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-016"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7777929 for \"Electronic device and a method of its fabrication\" as an inventor entry in CV patent entry 16.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-016"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-016","rationale":"CV page 92, Issued Patents item 16, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 16. Z. Zalevsky, “Electronic device and a method of its fabrication,” US patent No. 7777929.","verdict":"supports"}]},"pxc-c-r36-cv-017":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-017","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-017","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-017"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7800683 for \"Optical method and system for enhancing image resolution\" as an inventor entry in CV patent entry 17.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-017"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-017","rationale":"CV page 92, Issued Patents item 17, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 17. Z. Zalevsky and J. Solomon, “Optical method and system for enhancing image resolution,” US patent No. 7800683; Israeli patent No. 171853.","verdict":"supports"}]},"pxc-c-r36-cv-018":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-018","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-018","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-018"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7812295 for \"Optical system and method for multi-range and dual-range imaging\" as an inventor entry in CV patent entry 18.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-018"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-018","rationale":"CV page 92, Issued Patents item 18, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 18. I Raveh and Z. Zalevsky, “Optical system and method for multi-range and dual-range imaging,” US patent No. 7812295.","verdict":"supports"}]},"pxc-c-r36-cv-019":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-019","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-019","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-019"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US7936522 for \"System and method for imaging with extended depth of focus and incoherent light\" as an inventor entry in CV patent entry 19.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-019"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-019","rationale":"CV page 92, Issued Patents item 19, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 19. Z. Zalevsky, “System and method for imaging with extended depth of focus and incoherent light,” US patent No. 7936522; EU patent application No. EP 2008143 B1; Israeli Patent Application No. 194783.","verdict":"supports"}]},"pxc-c-r36-cv-020":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-020","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-020","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-020"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8009358 for \"Optical system and method for use in projection systems\" as an inventor entry in CV patent entry 20.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-020"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-020","rationale":"CV page 92, Issued Patents item 20, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 20. Z. Zalevsky, Y. Kapellner, I. Eyal and G. Manor; “Optical system and method for use in projection systems,” US patent No. 8009358.","verdict":"supports"}]},"pxc-c-r36-cv-021":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-021","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-021","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-021"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8050461, US8374397 for \"Depth-varying light fields for three dimensional sensing\" as an inventor entry in CV patent entry 21.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-021"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-021","rationale":"CV page 92, Issued Patents item 21, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 21. A. Shpunt and Z. Zalevsky, “Depth-varying light fields for three dimensional sensing, US p atent No. 8050461; US patent No. 8374397; China patent No. CN 101501442 B.","verdict":"supports"}]},"pxc-c-r36-cv-022":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-022","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-022","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-022"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8169695 for \"An optical sub wavelength super resolution imaging system producing nanometric spatial resolution of a scanned subject\" as an inventor entry in CV patent entry 22.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-022"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-022","rationale":"CV page 92, Issued Patents item 22, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 22. Z. Zalevsky, “An optical sub wavelength super resolution imaging system producing nanometric spatial resolution of a scanned subject,” US patent 8169695.","verdict":"supports"}]},"pxc-c-r36-cv-023":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-023","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-023","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-023"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8098949 for \"Method and System for Imaging with a Zoom\" as an inventor entry in CV patent entry 23.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-023"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-023","rationale":"CV page 92, Issued Patents item 23, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 23. Z. Zalevsky and A. Zlotnik, “Method and System for Imaging with a Zoom,” US patent No. 8098949.","verdict":"supports"}]},"pxc-c-r36-cv-024":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-024","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-024","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-024"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8155484 for \"All-optical devices and methods for data processing\" as an inventor entry in CV patent entry 24.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-024"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-024","rationale":"CV page 92, Issued Patents item 24, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 24. Z. Zalevsky, A. Rudnitsky and M. Natan, “All-optical devices a nd methods for data processing,” US patent No. 8155484.","verdict":"supports"}]},"pxc-c-r36-cv-025":{"assessments":[{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-cv-025","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US12313916B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-025","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-025","pxc-s-US12313916B2"],"text":"r36 (Zeev Zalevsky) is listed as inventor on US12313916B2, US8169716, US10031334, US11079517 for \"Optical apparatus with structure for liquid invariant performance\" in CV patent entry 25 and the inspected representative patent.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending. CV is dated March 2023. Uninspected CV identifiers remain self-reported and could contain errors; CV grouping is not legal family equivalence.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-025","pxc-s-US12313916B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-025","rationale":"Inspected publication US12313916B2; title \"Optical apparatus with structure for liquid invariant performance\"; inventor field: Zeev Zalevsky Ofer Limon; publication date 2025-05-27; original-assignee field: Brien Holden Vision Institute Ltd; Google family 43825152. Zalevsky's university-hosted March 2023 CV cover identifies him at Bar-Ilan; the numbered patent list and optical research/co-inventor continuity bridge the publication records. CV p92 item 25 separately lists its older identifiers; only US12313916B2 has publication-inspected status. The representative's Family Applications table confirms the listed US variants; this does not upgrade their uninspected front matter.","verdict":"supports"}]},"pxc-c-r36-cv-026":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-026","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-026","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-026"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8390821 for \"Three-dimensional sensing using speckle patterns\" as an inventor entry in CV patent entry 26.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-026"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-026","rationale":"CV page 92, Issued Patents item 26, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 26. A. S hpunt and Z. Zalevsky, “Three-dimensional sensing us ing speckle patterns,” US patent No. 8390821.","verdict":"supports"}]},"pxc-c-r36-cv-027":{"assessments":[{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-cv-027","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US10608002B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-027","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-027","pxc-s-US10608002B2"],"text":"r36 (Zeev Zalevsky) is listed as inventor on US10608002B2, US8400494, US9066084, US9437006, US9704249, US10340280, US10608002 for \"Method and system for object reconstruction\" in CV patent entry 27 and the inspected representative patent.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending. CV is dated March 2023. Uninspected CV identifiers remain self-reported and could contain errors; CV grouping is not legal family equivalence.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-027","pxc-s-US10608002B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-027","rationale":"Inspected publication US10608002B2; title \"Method and system for object reconstruction\"; inventor field: Zeev Zalevsky Alexander Shpunt Aviad Maizels Javier Garcia; publication date 2020-03-31; original-assignee field: Apple Inc; Google family 37942362. Zalevsky's university-hosted March 2023 CV cover identifies him at Bar-Ilan; the numbered patent list and optical research/co-inventor continuity bridge the publication records. CV p93 item 27 separately lists its older identifiers; only US10608002B2 has publication-inspected status. The representative's Family Applications table confirms the listed US variants; this does not upgrade their uninspected front matter.","verdict":"supports"}]},"pxc-c-r36-cv-028":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-028","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-028","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-028"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8531783 for \"Imaging method and system for imaging with extended depth of focus\" as an inventor entry in CV patent entry 28.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-028"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-028","rationale":"CV page 93, Issued Patents item 28, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 28. Z. Zalevsky, A. Zlotnik and I. Raveh, “Imaging method and system for imaging with extended depth of focus,” US patent No. 8531783.","verdict":"supports"}]},"pxc-c-r36-cv-029":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-029","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-029","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-029"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8570655 for \"Optical mask for all-optical extended depth-of-field for imaging systems under incoherent illumination\" as an inventor entry in CV patent entry 29.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-029"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-029","rationale":"CV page 93, Issued Patents item 29, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 29. E. Ben-Eliezer; E. Marom, N. Konforti and Z. Zalevsky, “Optical mask for all-optical extended depth-of- field for imaging systems under incoherent illumination,” US patent No. 8570655.","verdict":"supports"}]},"pxc-c-r36-cv-030":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-030","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-030","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-030"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8638991 for \"Motion detection system and method\" as an inventor entry in CV patent entry 30.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-030"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-030","rationale":"CV page 93, Issued Patents item 30, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 30. Z. Zalevsky and J. Garcia, “Motion detection system and method,\" US patent No. 8638991; Australian Patent No. 2008278642; South Ko rean Patent No. 10-2010-7004615; Israeli Patent Application No . 203262; Canadian Patent Application No. 2697625C; European Patent Application No. EP 2 183 543 B1","verdict":"supports"}]},"pxc-c-r36-cv-031":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-031","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-031","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-031"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8792159 for \"Devices and methods for optical signal control\" as an inventor entry in CV patent entry 31.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-031"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-031","rationale":"CV page 93, Issued Patents item 31, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 31. Z. Zalevsky and A. Rudnitsky, “Devices and methods for optical signal control,” US patent No. 8792159.","verdict":"supports"}]},"pxc-c-r36-cv-032":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-032","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-032","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-032"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8860948 for \"High resolution extended depth of field optical coherence tomography\" as an inventor entry in CV patent entry 32.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-032"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-032","rationale":"CV page 93, Issued Patents item 32, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 32. I. Abdulhalim and Z. Zalevsky, “High resolution extended depth of field optical coherence tomography,” US patent No. 8860948.","verdict":"supports"}]},"pxc-c-r36-cv-033":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-033","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-033","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-033"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8908016, US9501833 for \"Method and system for providing three-dimensional and range inter-planar estimation\" as an inventor entry in CV patent entry 33.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-033"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-033","rationale":"CV page 93, Issued Patents item 33, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 33. E. Gordon, Z. Zalevsky and H. Duadi, “Method and system for providing three-dimensional and range inter-planar estimation,” US patent No. 8908016; China patent CN102203551B; US patent No. 9501833.","verdict":"supports"}]},"pxc-c-r36-cv-034":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-034","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-034","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-034"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8913331, US9429768 for \"Imaging method and system with optimized extended depth of focus\" as an inventor entry in CV patent entry 34.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-034"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-034","rationale":"CV page 93, Issued Patents item 34, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 34. Z. Zalevsky, A. Zlotnik and I. Raveh, “Imaging method and system with optimized extended depth of focus,” US patent No. 8913331; US patent No. 9429768.","verdict":"supports"}]},"pxc-c-r36-cv-035":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-035","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-035","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-035"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US8955968, US9500875 for \"Imaging with extended depth of focus for use with polychromatic light\" as an inventor entry in CV patent entry 35.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-035"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-035","rationale":"CV page 93, Issued Patents item 35, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 35. Z. Zalevsky, A. Zlotnik, S. Ben-Yaish, O. Limon and I. Raveh, “Imaging with extended depth of focus for use with polychromatic light,” US patent No. 8955968; US patent No. 9500875.","verdict":"supports"}]},"pxc-c-r36-cv-036":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-036","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-036","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-036"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9063283 for \"Pattern generation using a diffraction pattern that is a spatial Fourier transform of a random pattern\" as an inventor entry in CV patent entry 36.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-036"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-036","rationale":"CV page 93, Issued Patents item 36, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 36. A. Shpunt and Z. Zalevsky, “Pattern generation u sing a diffraction pattern that is a spatial Fourier transform of a random pattern,” US patent No. 9063283.","verdict":"supports"}]},"pxc-c-r36-cv-037":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-037","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-037","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-037"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9134543, US10175392, US11199651 for \"Imaging system with optimized extended depth of focus\" as an inventor entry in CV patent entry 37.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-037"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-037","rationale":"CV page 93, Issued Patents item 37, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 37. Z. Zalevsky, A. Zlotnik, I. Raveh, S. Ben-Yaish, O. Limon, O. Yehezkel and K. Lahav, “Imaging system with optimized extended depth of focus,” US patent No. 9134543; EU Patent No. 2534525; US patent No. 10175392; US patent No. 11199651","verdict":"supports"}]},"pxc-c-r36-cv-038":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-038","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-038","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-038"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9199081 for \"Blind sight\" as an inventor entry in CV patent entry 38.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-038"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-038","rationale":"CV page 93, Issued Patents item 38, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 38. Z. Zalevsky and M. Belkin, “Blind sight,” US patent No. 9199081,","verdict":"supports"}]},"pxc-c-r36-cv-039":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-039","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-039","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-039"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9239471, US10078159 for \"Multi-focal lens\" as an inventor entry in CV patent entry 39.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-039"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-039","rationale":"CV page 93, Issued Patents item 39, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 39. Z. Z alevsky, A. Zlotnik, S. Be n-Yaish, O. L imon and I. Raveh, ”Multi-focal lens,” US patent No. 9239471; US patent No. 10078159.","verdict":"supports"}]},"pxc-c-r36-cv-040":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-040","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-040","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-040"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9288045 for \"Spectral and temporal stealthy fiber optic communication using sampling and phase encoding detection systems\" as an inventor entry in CV patent entry 40.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-040"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-040","rationale":"CV page 93, Issued Patents item 40, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 40. D. Sadot, Z. Zalevsky and T. Yeminy, “Spectral and temporal stealthy fiber optic communication using sampling and phase encoding detection systems,” US patent No. 9288045; EP2735111A1.","verdict":"supports"}]},"pxc-c-r36-cv-041":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-041","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-041","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-041"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9344700 for \"System and method for imaging with pinhole arrays\" as an inventor entry in CV patent entry 41.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-041"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-041","rationale":"CV page 93, Issued Patents item 41, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 41. Z. Zalevsky, A. Schwarz, A. S hemer, B . Javidi and J . Wang, “System an d method for imaging with pinhole arrays,” US patent No. 9344700.","verdict":"supports"}]},"pxc-c-r36-cv-042":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-042","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-042","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-042"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports JP5989666 for \"Imaging system and method using multi core fiber\" as an inventor entry in CV patent entry 42.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-042"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-042","rationale":"CV page 93, Issued Patents item 42, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 42. Z. Zalevsky, A. Shahmoon and H. Slovin, “Imaging sy stem and method using multi core fiber,” Japanese patent 5989666, EU patent P-78705-EP.","verdict":"supports"}]},"pxc-c-r36-cv-043":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-043","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-043","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-043"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9477043 for \"Multi-taper optical coupler\" as an inventor entry in CV patent entry 43.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-043"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-043","rationale":"CV page 93, Issued Patents item 43, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 43. T. Frumkin and Z. Zalevsky, “Multi-taper optical coupler,” US patent No. 9477043.","verdict":"supports"}]},"pxc-c-r36-cv-044":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-044","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-044","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-044"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9513225 for \"Method and system for improving resolution of a spectrometer\" as an inventor entry in CV patent entry 44.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-044"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-044","rationale":"CV page 93, Issued Patents item 44, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 44. Z. Zalevsky and Y. Hammer, “Method and system for improving resolution of a spectrometer,” US patent No. 9513225.","verdict":"supports"}]},"pxc-c-r36-cv-045":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-045","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-045","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-045"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9636041, US10398314 for \"Method and system for non-invasively monitoring biological or biochemical parameters of individual\" as an inventor entry in CV patent entry 45.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-045"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-045","rationale":"CV page 93, Issued Patents item 45, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 45. Z. Zalevsky, J. Garcia, Y. Beiderman, I. Margalit, N. Ozana, N. Arbel, V. Mico, M. S. Sanz, Y. Bishitz and A. Shahmoon, “Method and s ystem for non-invasively monitoring biological or b iochemical parameters of individual,” US patent No. 9636041; Chinesse patent No. 2 01380041088.5; US patent No. 10398314; Chinese patent No. 201580011995.4; Japanese patent No. 2015-524904; Australian patent No. 2015212330 Historical scope after final wave: this unchanged claim records what the 2023 CV listed. Its former CV-only representative has now been upgraded through a separate publication-inspected record, new attribution claim and current hash binding.","verdict":"supports"}]},"pxc-c-r36-cv-046":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-046","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-046","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-046"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9661986 for \"Multicore fiber endoscopes\" as an inventor entry in CV patent entry 46.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-046"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-046","rationale":"CV page 93, Issued Patents item 46, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 46. A. Shahmoon, A. Zlotnik D . Zigdon, S. Kremer and Z. Zalevsky, “Multicore fiber endoscopes,” US patent No. 9661986; Chinese patent No. ZL 2015800511620; Japanese patent No. 6794352; Chinese patent No. 2019104480763;","verdict":"supports"}]},"pxc-c-r36-cv-047":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-047","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-047","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-047"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9668672, US10390729, US11129544 for \"Method and system for non-invasively monitoring biological or biochemical parameters of individual\" as an inventor entry in CV patent entry 47.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-047"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-047","rationale":"CV page 93, Issued Patents item 47, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 47. Z. Zalevsky, J. Garcia, V. Mico, M. Belkin, Y. Beiderman and I. Margalit, “Method and system for non- invasively monitoring biological or biochemical parameters of individual,” US patent No. 9668672; US patent No. 10390729; US patent No. 11129544;","verdict":"supports"}]},"pxc-c-r36-cv-048":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-048","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-048","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-048"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9916433 for \"Condition authentication based upon temporal-spatial analysis of vibrational responsivity\" as an inventor entry in CV patent entry 48.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-048"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-048","rationale":"CV page 93, Issued Patents item 48, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 48. A. Sc hwarz, Z. Zalevsky, Y . Beiderman, J. Ga rcia and A. Shemer, \"Condition authentication based upon temporal-spatial analysis of vibrational responsivity,\" US patent No. 9916433.","verdict":"supports"}]},"pxc-c-r36-cv-049":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-049","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-049","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-049"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9954620 for \"All-optical silicon-photonic constellation conversion of amplitude-phase modulation formats\" as an inventor entry in CV patent entry 49.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-049"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-049","rationale":"CV page 93, Issued Patents item 49, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 49. D. Sadot, Z. Zalevsky and T. Yeminy, “All-optical silicon-photonic constellation conversion of amplitude- phase modulation formats,” US patent No. 9954620; EU patent 15845902.4","verdict":"supports"}]},"pxc-c-r36-cv-050":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-050","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-050","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-050"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US9958601 for \"Display backlight\" as an inventor entry in CV patent entry 50.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-050"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-050","rationale":"CV page 93, Issued Patents item 50, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 50. R. Menon, A. Rudnitsky and Z. Zalevsky, “Display backlight,” US patent No. 9958601.","verdict":"supports"}]},"pxc-c-r36-cv-051":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-051","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-051","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-051"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10033996 for \"System and method for imaging with pinhole arrays\" as an inventor entry in CV patent entry 51.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-051"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-051","rationale":"CV page 93, Issued Patents item 51, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 51. Z. Zalevsky, A. Schwarz, A. Shemer, A. Zlotnik, “System and method for imaging with pinhole arrays,” US patent No. 10033996.","verdict":"supports"}]},"pxc-c-r36-cv-052":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-052","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-052","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-052"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports IL224958 for \"Optical magnetic sensing system\" as an inventor entry in CV patent entry 52.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-052"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-052","rationale":"CV page 93, Issued Patents item 52, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 52. T. David and Z. Zalevsky, “Optical magnetic sensing system,” Israeli Patent No. 224958.","verdict":"supports"}]},"pxc-c-r36-cv-053":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-053","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-053","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-053"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10186825 for \"Gas slab laser\" as an inventor entry in CV patent entry 53.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-053"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-053","rationale":"CV page 93, Issued Patents item 53, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 53. Y. Sintov and Z. Zalevsky, “Gas slab laser,” US patent No. 10186825.","verdict":"supports"}]},"pxc-c-r36-cv-054":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-054","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-054","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-054"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10398294 for \"Illumination sources for multicore fiber endoscopes\" as an inventor entry in CV patent entry 54.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-054"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-054","rationale":"CV page 93, Issued Patents item 54, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 54. A. Shahmoonn and Z. Zalevsky, “Illumination sources for multicore fiber endoscopes,” US patent No. 10398294.","verdict":"supports"}]},"pxc-c-r36-cv-055":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-055","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-055","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-055"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10394051 for \"Toric ophthalmic lens having extended depth of focus\" as an inventor entry in CV patent entry 55.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-055"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-055","rationale":"CV page 94, Issued Patents item 55, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 55. S. Ben-Yaish, A. Zlotnik, I. Raveh, O. Limon, O. Yehezkel, K . Lahav-Yacouel, M. Goldstein and Z. Zalevsky, “Toric ophthalmic lens having extended depth of focus,” US Patent No. 10394051.","verdict":"supports"}]},"pxc-c-r36-cv-056":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-056","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-056","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-056"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10420842 for \"Non-immunogenic and nuclease resistant n ucleic acid origami devices and compositions thereof\" as an inventor entry in CV patent entry 56.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-056"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-056","rationale":"CV page 94, Issued Patents item 56, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 56. I. Bachelet, H. Abu-Horowitz, E. Ben-Ishay, A. Yaniv, A. Munitz, A. Shapiro, A. Shemer and Z. Zalevsky, “Non-immunogenic a nd nuclease resistant n ucleic acid origami devices and compositions thereof,” US Patent No. 10420842.","verdict":"supports"}]},"pxc-c-r36-cv-057":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-057","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-057","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-057"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10429580, US10838139 for \"Multi optically-coupled channels module and related methods of computation\" as an inventor entry in CV patent entry 57.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-057"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-057","rationale":"CV page 94, Issued Patents item 57, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 57. Z. Zalevsky, M. London, E. Cohen, A. Shemer and D. Malka, “Multi optically-coupled channels module and related methods of computation,” US Patent N o. 10429580; US patent No. 10838139; Japanese Patent No. 6799835","verdict":"supports"}]},"pxc-c-r36-cv-058":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-058","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-058","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-058"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10585272 for \"Coherent fluorescence super-resolution microscopy\" as an inventor entry in CV patent entry 58.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-058"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-058","rationale":"CV page 94, Issued Patents item 58, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 58. R. Menon, J. Gerton, C. Ebeling, A. Meiri and Z. Zalevsky, “Coherent fluorescence super-resolution microscopy,” US patent No. 10585272.","verdict":"supports"}]},"pxc-c-r36-cv-059":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-059","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-059","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-059"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10595755 for \"System and method for monitoring glucose level\" as an inventor entry in CV patent entry 59.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-059"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-059","rationale":"CV page 94, Issued Patents item 59, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 59. Z. Zalevsky, R. Talman, Y. Beiderman, N. Ozana and J. Garcia, “System and method for mo nitoring glucose level,” US patent No. 10595755. Historical scope after final wave: this unchanged claim records what the 2023 CV listed. Its former CV-only representative has now been upgraded through a separate publication-inspected record, new attribution claim and current hash binding.","verdict":"supports"}]},"pxc-c-r36-cv-060":{"assessments":[{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-cv-060","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US12547018B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-060","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-060","pxc-s-US12547018B2"],"text":"r36 (Zeev Zalevsky) is listed as inventor on US12547018B2, US10656437, US11366337 for \"Optical lens with halo reduction\" in CV patent entry 60 and the inspected representative patent.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending. CV is dated March 2023. Uninspected CV identifiers remain self-reported and could contain errors; CV grouping is not legal family equivalence.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-060","pxc-s-US12547018B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-060","rationale":"Inspected publication US12547018B2; title \"Optical lens with halo reduction\"; inventor field: Ofer Limon Zeev Zalevsky Alex ZLOTNIK Shai BEN-YAISH; publication date 2026-02-10; original-assignee field: Brien Holden Vision Institute Ltd; Google family 48667880. Zalevsky's university-hosted March 2023 CV cover identifies him at Bar-Ilan; the numbered patent list and optical research/co-inventor continuity bridge the publication records. CV p94 item 60 separately lists its older identifiers; only US12547018B2 has publication-inspected status. The representative's Family Applications table confirms the listed US variants; this does not upgrade their uninspected front matter.","verdict":"supports"}]},"pxc-c-r36-cv-061":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-061","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-061","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-061"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10724846 for \"System and method for use in depth characterization of objects\" as an inventor entry in CV patent entry 61.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-061"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-061","rationale":"CV page 94, Issued Patents item 61, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 61. Z. Zalevsky, J. Garcia, N. Ozana, R. Califa and A . Schwarz, “System and method for use in depth characterization of objects,” US patent No. 10724846. Historical scope after final wave: this unchanged claim records what the 2023 CV listed. Its former CV-only representative has now been upgraded through a separate publication-inspected record, new attribution claim and current hash binding.","verdict":"supports"}]},"pxc-c-r36-cv-062":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-062","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-062","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-062"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10750956 for \"System and method for blood pressure measurement\" as an inventor entry in CV patent entry 62.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-062"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-062","rationale":"CV page 94, Issued Patents item 62, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 62. Z. Z alevsky, Y. Beiderman, J. Garcia, M. Golberg, J. R. R. Onses, “System and me thod for blood pressure measurement,” US patent No. 10750956.","verdict":"supports"}]},"pxc-c-r36-cv-063":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-063","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-063","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-063"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10856739 for \"System and method for monitoring of objects with increased sensitivity\" as an inventor entry in CV patent entry 63.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-063"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-063","rationale":"CV page 94, Issued Patents item 63, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 63. Z. Zalevsky and N. Ozana, “System and method for monitoring of objects with increased sensitivity,” US patent No. 10856739. Historical scope after final wave: this unchanged claim records what the 2023 CV listed. Its former CV-only representative has now been upgraded through a separate publication-inspected record, new attribution claim and current hash binding.","verdict":"supports"}]},"pxc-c-r36-cv-064":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-064","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-064","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-064"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10861171 for \"System and method for optical monitoring using symmetry condition of light field\" as an inventor entry in CV patent entry 64.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-064"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-064","rationale":"CV page 94, Issued Patents item 64, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 64. Z. Zalevsky and J. Garcia, “System and method for optical monitoring using symmetry condition of light field,” US patent No. 10861171.","verdict":"supports"}]},"pxc-c-r36-cv-065":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-065","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-065","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-065"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10883818 for \"Optical transforming and modulated interference pattern of a moving object\" as an inventor entry in CV patent entry 65.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-065"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-065","rationale":"CV page 94, Issued Patents item 65, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 65. Z. Zalevsky, J. Garcia, A. M. Schwarz and Y. Beiderman, “Optical t ransforming and modulated interference pattern of a moving object,” US patent No. 10883818.","verdict":"supports"}]},"pxc-c-r36-cv-066":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-066","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-066","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-066"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10914633 for \"Ultrahigh resolution photonic spectral processor\" as an inventor entry in CV patent entry 66.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-066"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-066","rationale":"CV page 94, Issued Patents item 66, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 66. D. Sadot, Z. Zalevsky, T. Yeminy and S. Asraf, “Ultrahigh resolution photonic spectral processor,” US patent No. 10914633.","verdict":"supports"}]},"pxc-c-r36-cv-067":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-067","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-067","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-067"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10931881 for \"Sample inspection utilizing time modulated illumination\" as an inventor entry in CV patent entry 67.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-067"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-067","rationale":"CV page 94, Issued Patents item 67, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 67. Z. Zalevsky, R. Califa, Z. Markman and Y. Beiderman, “Sample inspection utili zing time mod ulated illumination,” US patent No. 10931881.","verdict":"supports"}]},"pxc-c-r36-cv-068":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-068","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-068","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-068"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US10989517 for \"Vibration sensing system with wavelength encoding\" as an inventor entry in CV patent entry 68.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-068"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-068","rationale":"CV page 94, Issued Patents item 68, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 68. Z. Zalevsky a nd J. G arcia, “Vibration sensing sy stem with wavelength enco ding,” US patent No. 10989517.","verdict":"supports"}]},"pxc-c-r36-cv-069":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-069","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-069","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-069"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US11061185 for \"Enhancing imaging by multicore fiber endoscopes\" as an inventor entry in CV patent entry 69.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-069"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-069","rationale":"CV page 94, Issued Patents item 69, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 69. A. Shahmoon and Z. Zalevsky, “Enhancing imaging by multicore fiber e ndoscopes,” US patent No. 11061185.","verdict":"supports"}]},"pxc-c-r36-cv-070":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-070","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-070","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-070"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US11085753 for \"System and method for use in remote sensing\" as an inventor entry in CV patent entry 70.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-070"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-070","rationale":"CV page 94, Issued Patents item 70, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 70. Z. Zalevsky and H. Goldenfeld, “System and m ethod for use in r emote sen sing,” US patent No. 11085753.","verdict":"supports"}]},"pxc-c-r36-cv-071":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-071","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-071","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-071"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US11169176 for \"Photodetector for scanning probe microscope\" as an inventor entry in CV patent entry 71.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-071"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-071","rationale":"CV page 94, Issued Patents item 71, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 71. Z. Zalevsky, A. Chelly and A. Karsenty, “Photodetector for scanning probe microscope,” US patent No. 11169176.","verdict":"supports"}]},"pxc-c-r36-cv-072":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-072","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-072","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-072"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US11202040 for \"System and method for monitoring a sample\" as an inventor entry in CV patent entry 72.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-072"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-072","rationale":"CV page 94, Issued Patents item 72, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 72. Z. Zalevsky, R. Califa, M. Golberg, Z. Markman, M. Shegei and Y. Beiderman, “System and method for monitoring a sample,” US patent No. 11202040;","verdict":"supports"}]},"pxc-c-r36-cv-073":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-073","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-073","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-073"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US11284786 for \"Spatial encoding system decoding system imaging system and methods thereof\" as an inventor entry in CV patent entry 73.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-073"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-073","rationale":"CV page 94, Issued Patents item 73, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 73. Z. Zalevsky, O. Wagner and A. Shahmoon, “Spatial encoding system decoding system imaging system and methods thereof,” US patent No. 11284786;","verdict":"supports"}]},"pxc-c-r36-cv-074":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-074","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-074","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-074"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US11406294 for \"System and method for improved monitoring of a sample\" as an inventor entry in CV patent entry 74.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-074"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-074","rationale":"CV page 94, Issued Patents item 74, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 74. Z. Zalevsky, J. Garcia and N. Ozana, “System and method for improved m onitoring of a sa mple,” US patent No. 11406294. Historical scope after final wave: this unchanged claim records what the 2023 CV listed. Its former CV-only representative has now been upgraded through a separate publication-inspected record, new attribution claim and current hash binding.","verdict":"supports"}]},"pxc-c-r36-cv-075":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-075","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-075","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-075"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports US11506604 for \"Plasma dispersion effect based super-resolved imaging in silicon\" as an inventor entry in CV patent entry 75.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-075"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-075","rationale":"CV page 94, Issued Patents item 75, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 75. Z. Zalevsky, M. Sinvani, M. Danino, H. Pinhas and O. Wagner, “Plasma dispersion effect based super - resolved imaging in silicon,” US patent No. 11506604.","verdict":"supports"}]},"pxc-c-r36-cv-076":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected first-party CV explicitly lists this identifier/title and Z. Zalevsky in its numbered patent entry. Direct evidence of what the author reports; not independent confirmation from patent front matter.","source_id":"pxc-s-cv-076","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-cv-076","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-076"],"text":"The March 2023 first-party CV of r36 (Zeev Zalevsky) reports EP3790450B1 for \"A system and method for depth flow inspection\" as an inventor entry in CV patent entry 76.","uncertainty":"Author-reported bibliographic entry only. The inventor CV, not patent front matter, was inspected for this record. This claim does not independently establish a patent publication, inventor attribution in an official publication, legal status, ownership or family equivalence. Identifiers may contain author or OCR errors; publication kind code, date and assignee are unverified. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-076"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-cv-076","rationale":"CV page 94, Issued Patents item 76, matches this identifier, title and Z. Zalevsky credit after whitespace/punctuation normalization. The claim only reports the CV entry. Null publication date, assignee and family key and author-reported verification are appropriate. Snapshot: 76. Z. Zalevsky, S. Polan i, M. Golberg and R. Califa, \"A sy stem and method for depth flow inspection ,” European patent No. EP3790450B1;","verdict":"supports"}]},"pxc-c-r36-pub-US10398314B2":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The preserved first-party CV lists the corresponding bare identifier(s) and Z. Zalevsky; this provides historical identity/identifier context. Exact publication kind, date, inventor front matter and original assignee are supplied by the inspected patent source.","source_id":"pxc-s-cv-045","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Inspected public patent front matter explicitly names Zeev Zalevsky and the exact identifier, title, publication date and observed original assignee(s). The optical-sensing subject and repeated Ozana co-inventor support attribution to r36.","source_id":"pxa-s-US10398314B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-pub-US10398314B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-045","pxa-s-US10398314B2"],"text":"For researcher r36 (Zeev Zalevsky), US10398314B2 (Method and system for non-invasively monitoring biological or biochemical parameters of individual) explicitly names Zeev Zalevsky as an inventor. Publication date 2019-09-03; observed original assignee(s): Universitat de Valencia; Bar Ilan University. The unchanged March 2023 CV snapshot, patent entry 45, lists US9636041 and US10398314 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected. Related Parent Applications explicitly names US9636041B2 as continuation parent. Google Family IDs differ (50027363 versus 83852931); this is a separate publication row, not a claim of a separate invention.","uncertainty":"Publication-level inventor attribution based on inspected front matter and, where cited, unchanged historical CV evidence. No claim of legal validity, current ownership, exhaustive portfolio coverage or separate invention for each publication. Independent review by B pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-045","pxa-s-US10398314B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-pub-US10398314B2","rationale":"Independently inspected US10398314B2: title Method and system for non-invasively monitoring biological or biochemical parameters of individual; inventor field Zeev Zalevsky Javier Garcia Yevgeny BEIDERMAN Israel MARGALIT Nisim Nisan OZANA Nadav ARBEL Vicente MICO Martin Sanz SABATER Yael BISHITZ Asaf Shahmoon; publication date 2019-09-03; Original Assignee Universitat de Valencia Bar Ilan University; Google family 50027363. Exact current record metadata, source observation and claim match this primary evidence. The exact name, optical-sensing subject and recurring Ozana/Garcia team support attribution to r36, whose identity was established by the previously inspected university CV. Preserved CV page 93 item 45 matches the stated historical identifier(s) and inventor credit. Snapshot: 45. Z. Zalevsky, J. Garcia, Y. Beiderman, I. Margalit, N. Ozana, N. Arbel, V. Mico, M. S. Sanz, Y. Bishitz and A. Shahmoon, “Method and s ystem for non-invasively monitoring biological or b iochemical parameters of individual,” US patent No. 9636041; Chinesse patent No. 2 01380041088.5; US patent No. 10398314; Chinese patent No. 201580011995.4; Japanese patent No. 2015-524904; Australian patent No. 2015212330 Related Parent/Child Applications explicitly confirms US10398314B2 continues US9636041B2. Different Google family IDs 50027363 and 83852931 are observed; the separate-publication/not-separate-invention qualifier is supported. Independently fetched HTML SHA256 591ca368a273e850ca044576c5882af067c47e1192a33942088cef5777655069. Bibliographic attribution only; no current ownership, legal validity or exhaustive-family conclusion.","verdict":"supports"}]},"pxc-c-r36-pub-US10595755B2":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The preserved first-party CV lists the corresponding bare identifier(s) and Z. Zalevsky; this provides historical identity/identifier context. Exact publication kind, date, inventor front matter and original assignee are supplied by the inspected patent source.","source_id":"pxc-s-cv-059","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Inspected public patent front matter explicitly names Zeev Zalevsky and the exact identifier, title, publication date and observed original assignee(s). The optical-sensing subject and repeated Ozana co-inventor support attribution to r36.","source_id":"pxa-s-US10595755B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-pub-US10595755B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-059","pxa-s-US10595755B2"],"text":"For researcher r36 (Zeev Zalevsky), US10595755B2 (System and method for monitoring glucose level) explicitly names Zeev Zalevsky as an inventor. Publication date 2020-03-24; observed original assignee(s): ContinUse Biometrics Ltd. The unchanged March 2023 CV snapshot, patent entry 59, lists US10595755 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected.","uncertainty":"Publication-level inventor attribution based on inspected front matter and, where cited, unchanged historical CV evidence. No claim of legal validity, current ownership, exhaustive portfolio coverage or separate invention for each publication. Independent review by B pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-059","pxa-s-US10595755B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-pub-US10595755B2","rationale":"Independently inspected US10595755B2: title System and method for monitoring glucose level; inventor field Zeev Zalevsky Roy TALMAN Yevgeny BEIDERMAN Nisim Nisan OZANA Javier Garcia; publication date 2020-03-24; Original Assignee ContinUse Biometrics Ltd; Google family 66624641. Exact current record metadata, source observation and claim match this primary evidence. The exact name, optical-sensing subject and recurring Ozana/Garcia team support attribution to r36, whose identity was established by the previously inspected university CV. Preserved CV page 94 item 59 matches the stated historical identifier(s) and inventor credit. Snapshot: 59. Z. Zalevsky, R. Talman, Y. Beiderman, N. Ozana and J. Garcia, “System and method for mo nitoring glucose level,” US patent No. 10595755. Independently fetched HTML SHA256 040ba0a5bb7e5114fd2bc86c81a94688107e24ca0cd8c1c6e1a50ac5e29e4a9e. Bibliographic attribution only; no current ownership, legal validity or exhaustive-family conclusion.","verdict":"supports"}]},"pxc-c-r36-pub-US10724846B2":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The preserved first-party CV lists the corresponding bare identifier(s) and Z. Zalevsky; this provides historical identity/identifier context. Exact publication kind, date, inventor front matter and original assignee are supplied by the inspected patent source.","source_id":"pxc-s-cv-061","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Inspected public patent front matter explicitly names Zeev Zalevsky and the exact identifier, title, publication date and observed original assignee(s). The optical-sensing subject and repeated Ozana co-inventor support attribution to r36.","source_id":"pxa-s-US10724846B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-pub-US10724846B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-061","pxa-s-US10724846B2"],"text":"For researcher r36 (Zeev Zalevsky), US10724846B2 (System and method for use in depth characterization of objects) explicitly names Zeev Zalevsky as an inventor. Publication date 2020-07-28; observed original assignee(s): ContinUse Biometrics Ltd. The unchanged March 2023 CV snapshot, patent entry 61, lists US10724846 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected.","uncertainty":"Publication-level inventor attribution based on inspected front matter and, where cited, unchanged historical CV evidence. No claim of legal validity, current ownership, exhaustive portfolio coverage or separate invention for each publication. Independent review by B pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-061","pxa-s-US10724846B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-pub-US10724846B2","rationale":"Independently inspected US10724846B2: title System and method for use in depth characterization of objects; inventor field Zeev Zalevsky Javier Garcia Nisim Nisan OZANA Ran CALIFA Moshe Arie Ariel SCHWARZ; publication date 2020-07-28; Original Assignee ContinUse Biometrics Ltd; Google family 60412202. Exact current record metadata, source observation and claim match this primary evidence. The exact name, optical-sensing subject and recurring Ozana/Garcia team support attribution to r36, whose identity was established by the previously inspected university CV. Preserved CV page 94 item 61 matches the stated historical identifier(s) and inventor credit. Snapshot: 61. Z. Zalevsky, J. Garcia, N. Ozana, R. Califa and A . Schwarz, “System and method for use in depth characterization of objects,” US patent No. 10724846. Independently fetched HTML SHA256 ea591e11ac7f9cd84689cc343ba778f8367198d3f569f69ba92a7c589035d20f. Bibliographic attribution only; no current ownership, legal validity or exhaustive-family conclusion.","verdict":"supports"}]},"pxc-c-r36-pub-US10856739B2":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The preserved first-party CV lists the corresponding bare identifier(s) and Z. Zalevsky; this provides historical identity/identifier context. Exact publication kind, date, inventor front matter and original assignee are supplied by the inspected patent source.","source_id":"pxc-s-cv-063","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Inspected public patent front matter explicitly names Zeev Zalevsky and the exact identifier, title, publication date and observed original assignee(s). The optical-sensing subject and repeated Ozana co-inventor support attribution to r36.","source_id":"pxa-s-US10856739B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-pub-US10856739B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-063","pxa-s-US10856739B2"],"text":"For researcher r36 (Zeev Zalevsky), US10856739B2 (System and method for monitoring of objects with increased sensitivity) explicitly names Zeev Zalevsky as an inventor. Publication date 2020-12-08; observed original assignee(s): ContinUse Biometrics Ltd. The unchanged March 2023 CV snapshot, patent entry 63, lists US10856739 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected.","uncertainty":"Publication-level inventor attribution based on inspected front matter and, where cited, unchanged historical CV evidence. No claim of legal validity, current ownership, exhaustive portfolio coverage or separate invention for each publication. Independent review by B pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-063","pxa-s-US10856739B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-pub-US10856739B2","rationale":"Independently inspected US10856739B2: title System and method for monitoring of objects with increased sensitivity; inventor field Zeev Zalevsky Nisim Nisan OZANA; publication date 2020-12-08; Original Assignee ContinUse Biometrics Ltd; Google family 62145393. Exact current record metadata, source observation and claim match this primary evidence. The exact name, optical-sensing subject and recurring Ozana/Garcia team support attribution to r36, whose identity was established by the previously inspected university CV. Preserved CV page 94 item 63 matches the stated historical identifier(s) and inventor credit. Snapshot: 63. Z. Zalevsky and N. Ozana, “System and method for monitoring of objects with increased sensitivity,” US patent No. 10856739. Independently fetched HTML SHA256 f5743baa200ab5ed93d3d5c73c2ef156464694a64b8f0d06d1741b6795a65be4. Bibliographic attribution only; no current ownership, legal validity or exhaustive-family conclusion.","verdict":"supports"}]},"pxc-c-r36-pub-US11406294B2":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The preserved first-party CV lists the corresponding bare identifier(s) and Z. Zalevsky; this provides historical identity/identifier context. Exact publication kind, date, inventor front matter and original assignee are supplied by the inspected patent source.","source_id":"pxc-s-cv-074","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Inspected public patent front matter explicitly names Zeev Zalevsky and the exact identifier, title, publication date and observed original assignee(s). The optical-sensing subject and repeated Ozana co-inventor support attribution to r36.","source_id":"pxa-s-US11406294B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-pub-US11406294B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-074","pxa-s-US11406294B2"],"text":"For researcher r36 (Zeev Zalevsky), US11406294B2 (System and method for improved monitoring of a sample) explicitly names Zeev Zalevsky as an inventor. Publication date 2022-08-09; observed original assignee(s): ContinUse Biometrics Ltd. The unchanged March 2023 CV snapshot, patent entry 74, lists US11406294 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected.","uncertainty":"Publication-level inventor attribution based on inspected front matter and, where cited, unchanged historical CV evidence. No claim of legal validity, current ownership, exhaustive portfolio coverage or separate invention for each publication. Independent review by B pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-074","pxa-s-US11406294B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-pub-US11406294B2","rationale":"Independently inspected US11406294B2: title System and method for improved monitoring of a sample; inventor field Zeev Zalevsky Javier Garcia Nisim Nisan OZANA; publication date 2022-08-09; Original Assignee ContinUse Biometrics Ltd; Google family 62109461. Exact current record metadata, source observation and claim match this primary evidence. The exact name, optical-sensing subject and recurring Ozana/Garcia team support attribution to r36, whose identity was established by the previously inspected university CV. Preserved CV page 94 item 74 matches the stated historical identifier(s) and inventor credit. Snapshot: 74. Z. Zalevsky, J. Garcia and N. Ozana, “System and method for improved m onitoring of a sa mple,” US patent No. 11406294. Independently fetched HTML SHA256 5dd1ff37db1006fd5fa87c534d95ad8c77713beaeef80529e0caf6a0b0f2f865. Bibliographic attribution only; no current ownership, legal validity or exhaustive-family conclusion.","verdict":"supports"}]},"pxc-c-r36-pub-US11737677B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"Inspected public patent front matter explicitly names Zeev Zalevsky and the exact identifier, title, publication date and observed original assignee(s). The optical-sensing subject and repeated Ozana co-inventor support attribution to r36.","source_id":"pxa-s-US11737677B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-pub-US11737677B2","opposing_source_ids":[],"supporting_source_ids":["pxa-s-US11737677B2"],"text":"For researcher r36 (Zeev Zalevsky), US11737677B2 (System and method for use in photoplethysmography) explicitly names Zeev Zalevsky as an inventor. Publication date 2023-08-29; observed original assignee(s): ContinUse Biometrics Ltd. No CV entry is asserted for this exact publication; the inspected patent front matter supplies the inventor attribution.","uncertainty":"Publication-level inventor attribution based on inspected front matter and, where cited, unchanged historical CV evidence. No claim of legal validity, current ownership, exhaustive portfolio coverage or separate invention for each publication. Independent review by B pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxa-s-US11737677B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-pub-US11737677B2","rationale":"Independently inspected US11737677B2: title System and method for use in photoplethysmography; inventor field Zeev Zalevsky Nisim Nisan OZANA Javier Garcia Ran CALIFA Sagi Polani Moshe Arie Ariel SCHWARZ Hadar GENISH; publication date 2023-08-29; Original Assignee ContinUse Biometrics Ltd; Google family 67874139. Exact current record metadata, source observation and claim match this primary evidence. The exact name, optical-sensing subject and recurring Ozana/Garcia team support attribution to r36, whose identity was established by the previously inspected university CV. Independently fetched HTML SHA256 46968d169387b85f1ef74c7555ca139c45764fab3e37275fe788ea7b1e65520c. Bibliographic attribution only; no current ownership, legal validity or exhaustive-family conclusion.","verdict":"supports"}]},"pxc-c-r36-pub-US20210063563A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"Inspected public patent front matter explicitly names Zeev Zalevsky and the exact identifier, title, publication date and observed original assignee(s). The optical-sensing subject and repeated Ozana co-inventor support attribution to r36.","source_id":"a-s43","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-pub-US20210063563A1","opposing_source_ids":[],"supporting_source_ids":["a-s43"],"text":"For researcher r36 (Zeev Zalevsky), US20210063563A1 (System and method for remote monitoring) explicitly names Zeev Zalevsky as an inventor. Publication date 2021-03-04; observed original assignee(s): Bar Ilan University. No CV entry is asserted for this exact publication; the inspected patent front matter supplies the inventor attribution.","uncertainty":"Publication-level inventor attribution based on inspected front matter and, where cited, unchanged historical CV evidence. No claim of legal validity, current ownership, exhaustive portfolio coverage or separate invention for each publication. Independent review by B pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["a-s43"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-pub-US20210063563A1","rationale":"Independently inspected US20210063563A1: title System and method for remote monitoring; inventor field Zeev Zalevsky Nisim Nisan OZANA; publication date 2021-03-04; Original Assignee Bar Ilan University; Google family 68386380. Exact current record metadata, source observation and claim match this primary evidence. The exact name, optical-sensing subject and recurring Ozana/Garcia team support attribution to r36, whose identity was established by the previously inspected university CV. Independently fetched HTML SHA256 f625173d1f116beb827147c53793079a074a6218e30a4a6bb381130b198c84f5. Bibliographic attribution only; no current ownership, legal validity or exhaustive-family conclusion.","verdict":"supports"}]},"pxc-c-r36-pub-US9636041B2":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The preserved first-party CV lists the corresponding bare identifier(s) and Z. Zalevsky; this provides historical identity/identifier context. Exact publication kind, date, inventor front matter and original assignee are supplied by the inspected patent source.","source_id":"pxc-s-cv-045","stance":"supports"},{"directness":"direct","fit":3,"rationale":"Inspected public patent front matter explicitly names Zeev Zalevsky and the exact identifier, title, publication date and observed original assignee(s). The optical-sensing subject and repeated Ozana co-inventor support attribution to r36.","source_id":"pxa-s-US9636041B2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r36-pub-US9636041B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-cv-045","pxa-s-US9636041B2"],"text":"For researcher r36 (Zeev Zalevsky), US9636041B2 (Method and system for non-invasively monitoring biological or biochemical parameters of individual) explicitly names Zeev Zalevsky as an inventor. Publication date 2017-05-02; observed original assignee(s): Universitat de Valencia; Bar Ilan University. The unchanged March 2023 CV snapshot, patent entry 45, lists US9636041 and US10398314 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected. Google Family ID 83852931 is observed. The separately listed US10398314B2 is its expressly recorded continuation, with different Google Family ID 50027363; separate publication rows do not imply separate inventions.","uncertainty":"Publication-level inventor attribution based on inspected front matter and, where cited, unchanged historical CV evidence. No claim of legal validity, current ownership, exhaustive portfolio coverage or separate invention for each publication. Independent review by B pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-cv-045","pxa-s-US9636041B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r36-pub-US9636041B2","rationale":"Independently inspected US9636041B2: title Method and system for non-invasively monitoring biological or biochemical parameters of individual; inventor field Zeev Zalevsky Javier Garcia Yevgeny BEIDERMAN Israel MARGALIT Nisim Nisan OZANA Nadav ARBEL Vicente MICO Martin Sanz SABATER Yael BISHITZ Asaf Shahmoon; publication date 2017-05-02; Original Assignee Universitat de Valencia Bar Ilan University; Google family 83852931. Exact current record metadata, source observation and claim match this primary evidence. The exact name, optical-sensing subject and recurring Ozana/Garcia team support attribution to r36, whose identity was established by the previously inspected university CV. Preserved CV page 93 item 45 matches the stated historical identifier(s) and inventor credit. Snapshot: 45. Z. Zalevsky, J. Garcia, Y. Beiderman, I. Margalit, N. Ozana, N. Arbel, V. Mico, M. S. Sanz, Y. Bishitz and A. Shahmoon, “Method and s ystem for non-invasively monitoring biological or b iochemical parameters of individual,” US patent No. 9636041; Chinesse patent No. 2 01380041088.5; US patent No. 10398314; Chinese patent No. 201580011995.4; Japanese patent No. 2015-524904; Australian patent No. 2015212330 Related Parent/Child Applications explicitly confirms US10398314B2 continues US9636041B2. Different Google family IDs 50027363 and 83852931 are observed; the separate-publication/not-separate-invention qualifier is supported. Independently fetched HTML SHA256 8c5f1c606c698bb29b1a43064fd91b6ccd7cb4105ef823f968af03c5a87f1b71. Bibliographic attribution only; no current ownership, legal validity or exhaustive-family conclusion.","verdict":"supports"}]},"pxc-c-r39-US12499303B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US12499303B2","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20260064938A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-nvidia","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-biu","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r39-US12499303B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US12499303B2","pxc-s-US20260064938A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"text":"r39 (Yoli Shavit) is attributable as inventor to US12499303B2, US20260064938A1: Using neural networks to encode log data. These inspected publications are grouped by the recorded family identifier.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US12499303B2","pxc-s-US20260064938A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r39-US12499303B2","rationale":"Inspected publication US12499303B2; title \"Using neural networks to encode log data\"; inventor field: Yoli Shavit Eitan Zahavi Gary Mataev Hanan Shteingart Jean-Francois Puget Zachi Binshtock; publication date 2025-12-16; original-assignee field: Mellanox Technologies Ltd; Google family 97303957. ASE 2024 names Yoli Shavit at NVIDIA with SemantiLog; the Bar-Ilan announcement names her new deep-learning lab. Patent log-analysis subject and Shteingart/Zahavi/Mataev team support the cross-affiliation mapping. Separately read US20260064938A1 names the same team and family 97303957.","verdict":"supports"}]},"pxc-c-r39-US20250335549A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20250335549A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-nvidia","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-biu","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r39-US20250335549A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20250335549A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"text":"r39 (Yoli Shavit) is attributable as inventor to US20250335549A1: Using neural networks to classify logs. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20250335549A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r39-US20250335549A1","rationale":"Inspected publication US20250335549A1; title \"Using neural networks to classify logs\"; inventor field: Yoli Shavit Eitan Zahavi Gary Mataev Hanan Shteingart Jean-Francois Puget Zachi Binshtock; publication date 2025-10-30; original-assignee field: Mellanox Technologies Ltd; Google family 97303976. ASE 2024 names Yoli Shavit at NVIDIA with SemantiLog; the Bar-Ilan announcement names her new deep-learning lab. Patent log-analysis subject and Shteingart/Zahavi/Mataev team support the cross-affiliation mapping.","verdict":"supports"}]},"pxc-c-r39-US20250335761A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20250335761A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-nvidia","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-biu","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r39-US20250335761A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20250335761A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"text":"r39 (Yoli Shavit) is attributable as inventor to US20250335761A1: Using contrastive learning to train neural networks. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20250335761A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r39-US20250335761A1","rationale":"Inspected publication US20250335761A1; title \"Using contrastive learning to train neural networks\"; inventor field: Yoli Shavit Eitan Zahavi Gary Mataev Hanan Shteingart Jean-Francois Puget Zachi Binshtock; publication date 2025-10-30; original-assignee field: Mellanox Technologies Ltd; Google family 97303986. ASE 2024 names Yoli Shavit at NVIDIA with SemantiLog; the Bar-Ilan announcement names her new deep-learning lab. Patent log-analysis subject and Shteingart/Zahavi/Mataev team support the cross-affiliation mapping.","verdict":"supports"}]},"pxc-c-r39-US20250335762A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20250335762A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-nvidia","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-biu","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r39-US20250335762A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20250335762A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"text":"r39 (Yoli Shavit) is attributable as inventor to US20250335762A1: Using similarity loss to train neural networks. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20250335762A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r39-US20250335762A1","rationale":"Inspected publication US20250335762A1; title \"Using similarity loss to train neural networks\"; inventor field: Yoli Shavit Eitan Zahavi Gary Mataev Hanan Shteingart Jean-Francois Puget Zachi Binshtock; publication date 2025-10-30; original-assignee field: Mellanox Technologies Ltd; Google family 97304193. ASE 2024 names Yoli Shavit at NVIDIA with SemantiLog; the Bar-Ilan announcement names her new deep-learning lab. Patent log-analysis subject and Shteingart/Zahavi/Mataev team support the cross-affiliation mapping.","verdict":"supports"}]},"pxc-c-r39-US20260050507A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20260050507A1","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20260050506A1","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-nvidia","stance":"supports"},{"directness":"inferential","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-yoli-biu","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r39-US20260050507A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20260050507A1","pxc-s-US20260050506A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"text":"r39 (Yoli Shavit) is attributable as inventor to US20260050507A1, US20260050506A1: Multi-modal attribution for job failure in a distributed system. These inspected publications are grouped by the recorded family identifier.","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20260050507A1","pxc-s-US20260050506A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r39-US20260050507A1","rationale":"Inspected publication US20260050507A1; title \"Multi-modal attribution for job failure in a distributed system\"; inventor field: Yoli Shavit Hanan Shteingart Kathy Razmadze Hirsch Gilad Saban Eitan Zahavi; publication date 2026-02-19; original-assignee field: Nvidia Corp; Google family 98777322. ASE 2024 names Yoli Shavit at NVIDIA with SemantiLog; the Bar-Ilan announcement names her new deep-learning lab. Patent log-analysis subject and Shteingart/Zahavi/Mataev team support the cross-affiliation mapping. Separately read US20260050506A1 has the title prefix \"Unsupervised\" and the same team/family 98777322; the stored row title is the representative title.","verdict":"supports"}]},"pxc-c-r40-US10389411B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US10389411B2","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-noam-index","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r40-US10389411B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US10389411B2","pxc-s-noam-index"],"text":"r40 (Yair Noam) is attributable as inventor to US10389411B2: Hierarchic beam-forming in a cloud radio access network. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US10389411B2","pxc-s-noam-index"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r40-US10389411B2","rationale":"Inspected publication US10389411B2; title \"Hierarchic beam-forming in a cloud radio access network\"; inventor field: Yair NOAM Niv Menachem ARAD; publication date 2019-08-20; original-assignee field: Bar Ilan University; Google family 65808196. Noam's own patent page lists both the MIMO and cell-type microarray inventions with Goldsmith and the corresponding co-inventors. The separate cloud-RAN document names Noam and Arad at Bar-Ilan.","verdict":"supports"}]},"pxc-c-r40-US20210027857A1":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US20210027857A1","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-noam-index","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r40-US20210027857A1","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US20210027857A1","pxc-s-noam-index"],"text":"r40 (Yair Noam) is attributable as inventor to US20210027857A1: Self-directed method for cell-type identification and separation of gene expression microarrays. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US20210027857A1","pxc-s-noam-index"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r40-US20210027857A1","rationale":"Inspected publication US20210027857A1; title \"Self-directed method for cell-type identification and separation of gene expression microarrays\"; inventor field: Neta Zuckerman Yair NOAM Andrea Goldsmith Peter P. Lee; publication date 2021-01-28; original-assignee field: Leland Stanford Junior University City of Hope; Google family 52626146. Noam's own patent page lists both the MIMO and cell-type microarray inventions with Goldsmith and the corresponding co-inventors. The separate cloud-RAN document names Noam and Arad at Bar-Ilan. Targeted re-review on 2026-09-07: the corrected record and source observation now include both Leland Stanford Junior University and City of Hope, matching the independently inspected Original Assignee field. Only the assignee and source observation changed relative to patents-c-snapshot-001.json; the bounded inventor-attribution claim and all other record fields are unchanged. The metadata objection is resolved.","verdict":"supports"}]},"pxc-c-r40-US9344162B2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-US9344162B2","stance":"supports"},{"directness":"direct","fit":3,"rationale":"The first-party identity or patent listing corroborates the named researcher and bounds the attribution.","source_id":"pxc-s-noam-index","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r40-US9344162B2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-US9344162B2","pxc-s-noam-index"],"text":"r40 (Yair Noam) is attributable as inventor to US9344162B2: Exploiting spatial degrees of freedom in multiple input multiple output (MIMO) radio systems. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-US9344162B2","pxc-s-noam-index"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r40-US9344162B2","rationale":"Inspected publication US9344162B2; title \"Exploiting spatial degrees of freedom in multiple input multiple output (MIMO) radio systems\"; inventor field: Andrea Goldsmith Yair NOAM Alexandros Manolakos Konstantinos Dimou; publication date 2016-05-17; original-assignee field: Leland Stanford Junior University; Google family 49997945. Noam's own patent page lists both the MIMO and cell-type microarray inventions with Goldsmith and the corresponding co-inventors. The separate cloud-RAN document names Noam and Arad at Bar-Ilan.","verdict":"supports"}]},"pxc-c-r42-WO2015151110A2":{"assessments":[{"directness":"direct","fit":3,"rationale":"The inspected document names the inventor and exact publication identifier. Attribution to this roster subject uses the stated name, technical field, institutional context and co-inventor continuity; bibliographic assignment is not present-day ownership.","source_id":"pxc-s-WO2015151110A2","stance":"supports"}],"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","id":"pxc-c-r42-WO2015151110A2","opposing_source_ids":[],"supporting_source_ids":["pxc-s-WO2015151110A2"],"text":"r42 (Boris Desiatov) is attributable as inventor to WO2015151110A2: Semiconductor waveguide structure. ","uncertainty":"Publication metadata and inventor attribution only; no assessment of validity, enforceability, ownership chain, commercial use, novelty or freedom to operate. Independent review pending.","verifiers":[{"agent":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxc-s-WO2015151110A2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#pxc-c-r42-WO2015151110A2","rationale":"Inspected publication WO2015151110A2; title \"Semiconductor waveguide structure\"; inventor field: Uriel Levy Joseph Shappir Ilya GOYKHMAN Boris DESIATOV; publication date 2015-10-08; original-assignee field: Yissum Research Development Co of Hebrew University of Jerusalem; Google family 53180769. Rare exact Boris Desiatov inventor name and semiconductor-waveguide work with Levy/Shappir/Goykhman agree with the supplied baseline Hebrew University-era identity context. The underlying biography remained inaccessible, limiting independent identity-bridge confirmation.","verdict":"supports"}]},"pxe-c-aalst":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-aalst","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-aalst","opposing_source_ids":[],"supporting_source_ids":["pxe-s-aalst"],"text":"Wil van der Aalst is documented in the cited official record as working on process mining, workflow conformance, process simulation.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-aalst"],"locator":"https://www.vdaalst.rwth-aachen.de/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports process mining, workflow conformance, process simulation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-acemoglu":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-acemoglu","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-acemoglu","opposing_source_ids":[],"supporting_source_ids":["pxe-s-acemoglu"],"text":"Daron Acemoglu has documented research capability in technology and labor, economic networks, inequality.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-acemoglu"],"locator":"https://economics.mit.edu/people/faculty/daron-acemoglu","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports technology and labor, economic networks, inequality. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-acemoglu"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"MIT Economics research description: technology, labor, inequality and networks. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-aizenberg":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-aizenberg","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-aizenberg","opposing_source_ids":[],"supporting_source_ids":["pxe-s-aizenberg"],"text":"Joanna Aizenberg is documented in the cited official record as working on adaptive bioinspired surfaces, surface chemistry, nanofabrication.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-aizenberg"],"locator":"https://aizenberglab.seas.harvard.edu/people/joanna-aizenberg","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports adaptive bioinspired surfaces, surface chemistry, nanofabrication. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-aizenberg"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-atature":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-atature","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-atature","opposing_source_ids":[],"supporting_source_ids":["pxe-s-atature"],"text":"Mete Atatüre is documented in the cited official record as working on spin-photon interfaces, quantum sensors, quantum materials.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-atature"],"locator":"https://www.quantum.cam.ac.uk/mete-atature","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports spin-photon interfaces, quantum sensors, quantum materials. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-atature"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-athey":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-athey","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-athey","opposing_source_ids":[],"supporting_source_ids":["pxe-s-athey"],"text":"Susan Athey has documented research capability in causal inference and machine learning, adaptive experiments, economics of digitization.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-athey"],"locator":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports causal inference and machine learning, adaptive experiments, economics of digitization. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-athey"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh official GSB Bio and Research Interests explicitly list digitization, causal inference/AI, adaptive experiments and bandits. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-atwater":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-atwater","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-atwater","opposing_source_ids":[],"supporting_source_ids":["pxe-s-atwater"],"text":"Harry Atwater is documented in the cited official record as working on metasurfaces, two-dimensional materials, light-matter interactions.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-atwater"],"locator":"https://atwater.caltech.edu/team-member/harry-atwater","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports metasurfaces, two-dimensional materials, light-matter interactions. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-atwater"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-autor":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-autor","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-autor","opposing_source_ids":[],"supporting_source_ids":["pxe-s-autor"],"text":"David H. Autor has documented research capability in labor economics, skill demand, technological change.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-autor"],"locator":"https://economics.mit.edu/people/faculty/david-h-autor","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports labor economics, skill demand, technological change. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-autor"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"MIT Economics research description: labor-market skill demand and technological change. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-bertsimas":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-bertsimas","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-bertsimas","opposing_source_ids":[],"supporting_source_ids":["pxe-s-bertsimas"],"text":"Dimitris Bertsimas is documented in the cited official record as working on optimization, machine learning, healthcare analytics.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-bertsimas"],"locator":"https://mitsloan.mit.edu/faculty/directory/dimitris-bertsimas","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports optimization, machine learning, healthcare analytics. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-bertsimas"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-boas":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-boas","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-boas","opposing_source_ids":[],"supporting_source_ids":["pxe-s-boas"],"text":"David Boas is documented in the cited official record as working on neurophotonics, functional near-infrared spectroscopy, neurovascular coupling.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-boas"],"locator":"https://www.bu.edu/eng/profile/david-boas-ph-d/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports neurophotonics, functional near-infrared spectroscopy, neurovascular coupling. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-boas"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-boneh":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-boneh","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-boneh","opposing_source_ids":[],"supporting_source_ids":["pxe-s-boneh"],"text":"Dan Boneh has documented research capability in applied cryptography, computer security.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-boneh"],"locator":"https://crypto.stanford.edu/~dabo/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports applied cryptography, computer security. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-boneh"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Stanford homepage research introduction: applied cryptography and computer security. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-boyden":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-boyden","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-boyden","opposing_source_ids":[],"supporting_source_ids":["pxe-s-boyden"],"text":"Ed Boyden has documented research capability in optogenetics, expansion microscopy, multiplexed cellular imaging.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-boyden"],"locator":"https://mcgovern.mit.edu/profile/ed-boyden/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports optogenetics, expansion microscopy, multiplexed cellular imaging. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-boyden"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"McGovern research description: optogenetics, expansion microscopy and multiplexed imaging. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-brakerski":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-brakerski","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-brakerski","opposing_source_ids":[],"supporting_source_ids":["pxe-s-brakerski"],"text":"Zvika Brakerski has documented research capability in fully homomorphic encryption, quantum cryptography, quantum error mitigation.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-brakerski"],"locator":"https://zvikab.bitbucket.io/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports fully homomorphic encryption, quantum cryptography, quantum error mitigation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-bronstein":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-bronstein","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-bronstein","opposing_source_ids":[],"supporting_source_ids":["pxe-s-bronstein"],"text":"Michael Bronstein is documented in the cited official record as working on geometric deep learning, graph neural networks, protein design.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-bronstein"],"locator":"https://www.cs.ox.ac.uk/people/michael.bronstein/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports geometric deep learning, graph neural networks, protein design. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-bronstein"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-brynjolfsson":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-brynjolfsson","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-brynjolfsson","opposing_source_ids":[],"supporting_source_ids":["pxe-s-brynjolfsson"],"text":"Erik Brynjolfsson is documented in the cited official record as working on AI and productivity, organizational change, workforce economics.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-brynjolfsson"],"locator":"https://digitaleconomy.stanford.edu/person/erik-brynjolfsson/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports AI and productivity, organizational change, workforce economics. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-calderbank":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-calderbank","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-calderbank","opposing_source_ids":[],"supporting_source_ids":["pxe-s-calderbank"],"text":"Robert Calderbank has documented research capability in space-time coding, quantum error correction, information science.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-calderbank"],"locator":"https://ece.duke.edu/people/robert-calderbank/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports space-time coding, quantum error correction, information science. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-carley":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-carley","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-carley","opposing_source_ids":[],"supporting_source_ids":["pxe-s-carley"],"text":"Kathleen M. Carley is documented in the cited official record as working on dynamic network analysis, social cybersecurity, organizational simulation.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-carley"],"locator":"https://www.cmu.edu/casos-center/people/carley.html","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports dynamic network analysis, social cybersecurity, organizational simulation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-ceder":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-ceder","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-ceder","opposing_source_ids":[],"supporting_source_ids":["pxe-s-ceder"],"text":"Gerbrand Ceder has documented research capability in computational materials design, thermodynamics and diffusion, energy-storage materials.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-ceder"],"locator":"https://ceder.berkeley.edu/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports computational materials design, thermodynamics and diffusion, energy-storage materials. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-ceder"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Lab research description: quantum computation of materials, thermodynamics/diffusion and energy storage. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-chen":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-chen","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-chen","opposing_source_ids":[],"supporting_source_ids":["pxe-s-chen"],"text":"Fei Chen is documented in the cited official record as working on spatial genomics, in-situ sequencing, microscopy.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-chen"],"locator":"https://www.broadinstitute.org/bios/fei-chen","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports spatial genomics, in-situ sequencing, microscopy. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-chen"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-chien":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-chien","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Jun-Chau Chien has documented research capability in biosensors, microfluidics, mixed-signal circuits.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Jun-Chau Chien explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-devadas":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-devadas","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-devadas","opposing_source_ids":[],"supporting_source_ids":["pxe-s-devadas"],"text":"Srini Devadas has documented research capability in secure computer architecture, homomorphic-encryption accelerators, zero-knowledge-proof acceleration.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-devadas"],"locator":"https://people.csail.mit.edu/devadas/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports secure computer architecture, homomorphic-encryption accelerators, zero-knowledge-proof acceleration. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-devadas"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"MIT research/project descriptions: secure architecture, F1/CraterLake FHE acceleration, NoCap ZKP acceleration. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-dodis":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-dodis","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-dodis","opposing_source_ids":[],"supporting_source_ids":["pxe-s-dodis"],"text":"Yevgeniy Dodis has documented research capability in leakage-resilient cryptography, randomness extraction, information-theoretic cryptography.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-dodis"],"locator":"https://cs.nyu.edu/~dodis/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports leakage-resilient cryptography, randomness extraction, information-theoretic cryptography. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-dodis"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"NYU research interests and fuzzy-extractors award: leakage resilience, randomness and information-theoretic cryptography. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-dudley":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-dudley","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-dudley","opposing_source_ids":[],"supporting_source_ids":["pxe-s-dudley"],"text":"John Dudley is documented in the cited official record as working on nonlinear optics, ultrafast optics, machine learning for optical experiments.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-dudley"],"locator":"https://www.femto-st.fr/en/The-institute/news/john-dudley-appointed-senior-member-institut-universitaire-de-france","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports nonlinear optics, ultrafast optics, machine learning for optical experiments. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-dudley"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-erkip":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-erkip","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-erkip","opposing_source_ids":[],"supporting_source_ids":["pxe-s-erkip"],"text":"Elza Erkip has documented research capability in information theory, communication theory, wireless communications.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-erkip"],"locator":"https://engineering.nyu.edu/faculty/elza-erkip","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports information theory, communication theory, wireless communications. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-erkip"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"NYU research interests explicitly name information theory, communication theory and wireless communications. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-gal":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-gal","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-gal","opposing_source_ids":[],"supporting_source_ids":["pxe-s-gal"],"text":"Yarin Gal is documented in the cited official record as working on Bayesian deep learning, uncertainty estimation, robustness.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-gal"],"locator":"https://oatml.cs.ox.ac.uk/members/yarin/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports Bayesian deep learning, uncertainty estimation, robustness. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-gal"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-galli":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-galli","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-galli","opposing_source_ids":[],"supporting_source_ids":["pxe-s-galli"],"text":"Giulia Galli has documented research capability in first-principles materials simulation, electronic structure, sustainable-energy and quantum materials.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-galli"],"locator":"https://galligroup.uchicago.edu/People/galli.php","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports first-principles materials simulation, electronic structure, sustainable-energy and quantum materials. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-galli"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"UChicago research description: first-principles electronic structure, sustainable energy and quantum materials. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-giustino":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-giustino","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-giustino","opposing_source_ids":[],"supporting_source_ids":["pxe-s-giustino"],"text":"Feliciano Giustino is documented in the cited official record as working on electronic structure, electron-phonon interactions, computational quantum materials.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-giustino"],"locator":"https://physics.utexas.edu/directory/feliciano-giustino","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports electronic structure, electron-phonon interactions, computational quantum materials. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-giustino"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-gladyshev":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-gladyshev","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-gladyshev","opposing_source_ids":[],"supporting_source_ids":["pxe-s-gladyshev"],"text":"Vadim Gladyshev is documented in the cited official record as working on aging signatures, single-cell aging clocks, longevity multi-omics.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-gladyshev"],"locator":"https://ogephd.hms.harvard.edu/people/vadim-gladyshev","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports aging signatures, single-cell aging clocks, longevity multi-omics. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-goldsmith":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-goldsmith","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-goldsmith","opposing_source_ids":[],"supporting_source_ids":["pxe-s-goldsmith"],"text":"Andrea Goldsmith is documented in the cited official record as working on wireless communications, information theory, signal processing.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-goldsmith"],"locator":"https://www.stonybrook.edu/pres/about/bio.html","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports wireless communications, information theory, signal processing. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-goldsmith"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-goldwasser":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-goldwasser","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-goldwasser","opposing_source_ids":[],"supporting_source_ids":["pxe-s-goldwasser"],"text":"Shafi Goldwasser is documented in the cited official record as working on cryptography, proof systems, computational complexity.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-goldwasser"],"locator":"https://www.csail.mit.edu/person/shafi-goldwasser","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports cryptography, proof systems, computational complexity. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-grey":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-grey","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-grey","opposing_source_ids":[],"supporting_source_ids":["pxe-s-grey"],"text":"Clare Grey has documented research capability in solid-state NMR, ionic conduction, operando battery characterization.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-grey"],"locator":"https://www.ch.cam.ac.uk/person/cpg27","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports solid-state NMR, ionic conduction, operando battery characterization. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-grey"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Cambridge research description: battery NMR, in-situ monitoring and ionic conduction. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-haeupler":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-haeupler","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-haeupler","opposing_source_ids":[],"supporting_source_ids":["pxe-s-haeupler"],"text":"Bernhard Haeupler is documented in the cited official record as working on interactive coding, distributed algorithms, reliable computation.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-haeupler"],"locator":"https://people.inf.ethz.ch/haeuplb/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports interactive coding, distributed algorithms, reliable computation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-haeupler"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-hammond":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-hammond","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-hammond","opposing_source_ids":[],"supporting_source_ids":["pxe-s-hammond"],"text":"Paula Hammond is documented in the cited official record as working on layer-by-layer nanoparticles, staged drug delivery, polymer surface design.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-hammond"],"locator":"https://ki.mit.edu/people/faculty/paula-hammond","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports layer-by-layer nanoparticles, staged drug delivery, polymer surface design. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-hammond"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-he":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-he","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-he","opposing_source_ids":[],"supporting_source_ids":["pxe-s-he"],"text":"Bin He is documented in the cited official record as working on non-invasive brain-computer interfaces, electrophysiological imaging, neuromodulation.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-he"],"locator":"https://www.cmu.edu/bme/helab/People/faculty/bhe.html","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports non-invasive brain-computer interfaces, electrophysiological imaging, neuromodulation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-he"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-ingber":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-ingber","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-ingber","opposing_source_ids":[],"supporting_source_ids":["pxe-s-ingber"],"text":"Donald E. Ingber has documented research capability in organ chips, mechanobiology, anticoagulant device surfaces.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-ingber"],"locator":"https://wyss.harvard.edu/team/core-faculty/donald-ingber/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports organ chips, mechanobiology, anticoagulant device surfaces. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-jackson":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-jackson","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-jackson","opposing_source_ids":[],"supporting_source_ids":["pxe-s-jackson"],"text":"Matthew O. Jackson has documented research capability in network science and economics, economic modelling.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-jackson"],"locator":"https://web.stanford.edu/~jacksonm/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports network science and economics, economic modelling. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-jackson"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Stanford homepage identifies economics professorship and network-science/economics work. Supports broad topic only. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-javey":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-javey","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Ali Javey has documented research capability in low-power electronics, flexible electronics and sensors, nanofabrication.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Ali Javey explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-jurafsky":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-jurafsky","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-jurafsky","opposing_source_ids":[],"supporting_source_ids":["pxe-s-jurafsky"],"text":"Dan Jurafsky has documented research capability in natural-language processing, language and society, semantic alignment.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-jurafsky"],"locator":"https://web.stanford.edu/~jurafsky/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports natural-language processing, language and society, semantic alignment. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-jurafsky"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Stanford interests describe language/society; semantic-alignment publication establishes topic only. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-kalai":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-kalai","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-kalai","opposing_source_ids":[],"supporting_source_ids":["pxe-s-kalai"],"text":"Yael Kalai has documented research capability in zero-knowledge proofs, verification of computation, fault-tolerant interactive protocols.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-kalai"],"locator":"https://www.csail.mit.edu/person/yael-kalai","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports zero-knowledge proofs, verification of computation, fault-tolerant interactive protocols. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-kalai"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"CSAIL profile research paragraph: zero knowledge, outsourced-computation verification, fault-tolerant interaction. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-langer":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-langer","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-langer","opposing_source_ids":[],"supporting_source_ids":["pxe-s-langer"],"text":"Robert S. Langer has documented research capability in controlled drug delivery, polymer and lipid materials, tissue engineering.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-langer"],"locator":"https://ki.mit.edu/people/faculty/robert-langer","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports controlled drug delivery, polymer and lipid materials, tissue engineering. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-langer"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Koch profile: polymer/lipid controlled delivery and tissue engineering. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-lapata":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-lapata","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-lapata","opposing_source_ids":[],"supporting_source_ids":["pxe-s-lapata"],"text":"Mirella Lapata is documented in the cited official record as working on natural-language processing, long-context understanding, language generation.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-lapata"],"locator":"https://www.research.ed.ac.uk/en/persons/mirella-lapata/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports natural-language processing, long-context understanding, language generation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-lapata"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-lewis":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-lewis","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-lewis","opposing_source_ids":[],"supporting_source_ids":["pxe-s-lewis"],"text":"Jennifer A. Lewis has documented research capability in functional inks, multi-material three-dimensional printing, vascularized tissue engineering.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-lewis"],"locator":"https://wyss.harvard.edu/team/core-faculty/jennifer-lewis/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports functional inks, multi-material three-dimensional printing, vascularized tissue engineering. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-lewis"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Wyss profile research description: functional/biological inks, multi-material printing and vascularized tissues. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-lipson":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-lipson","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-lipson","opposing_source_ids":[],"supporting_source_ids":["pxe-s-lipson"],"text":"Michal Lipson is documented in the cited official record as working on integrated nanophotonics, on-chip modulation, nonlinear photonics.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-lipson"],"locator":"https://lipson.ee.columbia.edu/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports integrated nanophotonics, on-chip modulation, nonlinear photonics. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-loncar":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-loncar","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-loncar","opposing_source_ids":[],"supporting_source_ids":["pxe-s-loncar"],"text":"Marko Loncar is documented in the cited official record as working on nanoscale optics, quantum engineering, integrated photonics.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-loncar"],"locator":"https://seas.harvard.edu/person/marko-loncar","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports nanoscale optics, quantum engineering, integrated photonics. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-lysyanskaya":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-lysyanskaya","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-lysyanskaya","opposing_source_ids":[],"supporting_source_ids":["pxe-s-lysyanskaya"],"text":"Anna Lysyanskaya has documented research capability in privacy-enhancing cryptography, cryptographic foundations.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-lysyanskaya"],"locator":"https://cs.brown.edu/people/alysyans/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports privacy-enhancing cryptography, cryptographic foundations. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-lysyanskaya"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Brown homepage research statement: privacy-enhancing cryptography and its foundations. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-manning":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-manning","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-manning","opposing_source_ids":[],"supporting_source_ids":["pxe-s-manning"],"text":"Christopher Manning has documented research capability in natural-language inference, summarization, information retrieval.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-manning"],"locator":"https://nlp.stanford.edu/~manning/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports natural-language inference, summarization, information retrieval. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-marzari":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-marzari","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-marzari","opposing_source_ids":[],"supporting_source_ids":["pxe-s-marzari"],"text":"Nicola Marzari has documented research capability in materials theory, materials simulation.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-marzari"],"locator":"https://people.epfl.ch/nicola.marzari","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports materials theory, materials simulation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-marzari"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"EPFL profile describes theory and simulation of materials; bounded broad capability supported. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-medard":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-medard","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-medard","opposing_source_ids":[],"supporting_source_ids":["pxe-s-medard"],"text":"Muriel Medard is documented in the cited official record as working on network coding, reliable communication, decoding.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-medard"],"locator":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports network coding, reliable communication, decoding. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-medard"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-micali":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-micali","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-micali","opposing_source_ids":[],"supporting_source_ids":["pxe-s-micali"],"text":"Silvio Micali has documented research capability in cryptography, secure protocols.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-micali"],"locator":"https://people.csail.mit.edu/silvio/index.htm","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports cryptography, secure protocols. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-mitchell":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-mitchell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-mitchell","opposing_source_ids":[],"supporting_source_ids":["pxe-s-mitchell"],"text":"Morgan W. Mitchell is documented in the cited official record as working on atomic quantum optics, quantum sensing, ultra-low-field magnetic resonance.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-mitchell"],"locator":"https://www.icfo.eu/about-icfo/people/directory/?id=11","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports atomic quantum optics, quantum sensing, ultra-low-field magnetic resonance. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-mitchell"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-mitragotri":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-mitragotri","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-mitragotri","opposing_source_ids":[],"supporting_source_ids":["pxe-s-mitragotri"],"text":"Samir Mitragotri has documented research capability in drug delivery, biological barriers, cell-associated therapeutic carriers.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-mitragotri"],"locator":"https://wyss.harvard.edu/team/core-faculty/samir-mitragotri/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports drug delivery, biological barriers, cell-associated therapeutic carriers. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-mitragotri"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Wyss research description: delivery barriers, synthetic carriers and cell-associated drug transport. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-mitzenmacher":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-mitzenmacher","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-mitzenmacher","opposing_source_ids":[],"supporting_source_ids":["pxe-s-mitzenmacher"],"text":"Michael Mitzenmacher is documented in the cited official record as working on algorithms and theory, systems and networks, data science.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-mitzenmacher"],"locator":"https://seas.harvard.edu/person/michael-mitzenmacher","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports algorithms and theory, systems and networks, data science. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-mitzenmacher"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-montanari":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-montanari","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-montanari","opposing_source_ids":[],"supporting_source_ids":["pxe-s-montanari"],"text":"Andrea Montanari has documented research capability in high-dimensional statistics, posterior sampling, learning generalization.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-montanari"],"locator":"https://web.stanford.edu/~montanar/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports high-dimensional statistics, posterior sampling, learning generalization. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-montanari"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Stanford current publication list: high-dimensional statistics, posterior sampling and generalization; topics only, no result claim. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-mooney":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-mooney","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-mooney","opposing_source_ids":[],"supporting_source_ids":["pxe-s-mooney"],"text":"David J. Mooney has documented research capability in cell-responsive biomaterials, mechanobiology, tissue engineering.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-mooney"],"locator":"https://wyss.harvard.edu/team/core-faculty/david-mooney/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports cell-responsive biomaterials, mechanobiology, tissue engineering. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-mooney"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Wyss profile research description: cell responses to mechanical/chemical signals and biomaterial tissue engineering. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-muller":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-muller","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Rikky Muller has documented research capability in integrated circuits, biosystems, microelectromechanical systems.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Rikky Muller explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-mutlu":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-mutlu","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-mutlu","opposing_source_ids":[],"supporting_source_ids":["pxe-s-mutlu"],"text":"Onur Mutlu is documented in the cited official record as working on memory systems, processing-in-memory, genome-analysis acceleration.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-mutlu"],"locator":"https://people.inf.ethz.ch/omutlu/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports memory systems, processing-in-memory, genome-analysis acceleration. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-mutlu"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-nguyen":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-nguyen","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Clark Nguyen has documented research capability in microelectromechanical sensors, timing and frequency control, RF communications.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Clark Nguyen explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-nikolic":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-nikolic","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Borivoje Nikolic has documented research capability in digital integrated circuits, VLSI implementation of communications, signal-processing systems.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Borivoje Nikolic explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-nuzzo":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-nuzzo","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Pierluigi Nuzzo has documented research capability in cyber-physical systems, design automation, security.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Pierluigi Nuzzo explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-ozcan":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-ozcan","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-ozcan","opposing_source_ids":[],"supporting_source_ids":["pxe-s-ozcan"],"text":"Aydogan Ozcan is documented in the cited official record as working on computational imaging, microscopy, biosensing.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-ozcan"],"locator":"https://samueli.ucla.edu/people/aydogan-ozcan/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports computational imaging, microscopy, biosensing. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-ozcan"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-pachter":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-pachter","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-pachter","opposing_source_ids":[],"supporting_source_ids":["pxe-s-pachter"],"text":"Lior S. Pachter has documented research capability in single-cell sequencing, RNA biology, high-dimensional genomics analysis.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-pachter"],"locator":"https://www.bbe.caltech.edu/people/lior-s-pachter","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports single-cell sequencing, RNA biology, high-dimensional genomics analysis. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-pachter"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Caltech Research Summary explicitly identifies single-cell sequencing, RNA biology and high-dimensional genomics. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-persson":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-persson","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-persson","opposing_source_ids":[],"supporting_source_ids":["pxe-s-persson"],"text":"Kristin Persson has documented research capability in atomistic materials modelling, electrolyte discovery, high-throughput materials computation.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-persson"],"locator":"https://perssongroup.lbl.gov/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports atomistic materials modelling, electrolyte discovery, high-throughput materials computation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-persson"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"LBL research description: atomistic HPC, electrolyte genome and energy materials. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-piech":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-piech","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-piech","opposing_source_ids":[],"supporting_source_ids":["pxe-s-piech"],"text":"Chris Piech is documented in the cited official record as working on computational education, learning evaluation, coding-learning platforms.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-piech"],"locator":"https://ed.stanford.edu/about/community/christopher-piech","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports computational education, learning evaluation, coding-learning platforms. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-powell":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-powell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-powell","opposing_source_ids":[],"supporting_source_ids":["pxe-s-powell"],"text":"Warren Buckler Powell is documented in the cited official record as working on sequential decision analytics, optimization under uncertainty.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-powell"],"locator":"https://dof.princeton.edu/people/warren-buckler-powell","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports sequential decision analytics, optimization under uncertainty. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-powell"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-quake":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-quake","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-quake","opposing_source_ids":[],"supporting_source_ids":["pxe-s-quake"],"text":"Stephen Quake has documented research capability in microfluidic single-cell analysis, DNA sequencing, biological measurement.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-quake"],"locator":"https://profiles.stanford.edu/stephen-quake","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports microfluidic single-cell analysis, DNA sequencing, biological measurement. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-quake"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Stanford Bio describes DNA sequencing and microfluidic individual-cell isolation; research interests list integrated microfluidics. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-rabaey":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-rabaey","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-rabaey","opposing_source_ids":[],"supporting_source_ids":["pxe-s-rabaey"],"text":"Jan M. Rabaey is documented in the cited official record as working on low-power integrated circuits, wireless sensor systems, biomedical interfaces.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-rabaey"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-rabaey"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Directory and retained snapshot identify low-power circuits, wireless systems and biomedical interfaces. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-rivest":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-rivest","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-rivest","opposing_source_ids":[],"supporting_source_ids":["pxe-s-rivest"],"text":"Ronald L. Rivest has documented research capability in cryptography, computer and network security, voting security.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-rivest"],"locator":"https://people.csail.mit.edu/rivest/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports cryptography, computer and network security, voting security. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-rivest"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"MIT introduction: cryptography, computer/network security and voting security. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-roth":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-roth","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-roth","opposing_source_ids":[],"supporting_source_ids":["pxe-s-roth"],"text":"Alvin E. Roth is documented in the cited official record as working on market design, matching, experimental economics.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-roth"],"locator":"https://www.economics.harvard.edu/people/alvin-roth","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports market design, matching, experimental economics. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-rupp":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-rupp","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-rupp","opposing_source_ids":[],"supporting_source_ids":["pxe-s-rupp"],"text":"Jennifer Rupp is documented in the cited official record as working on solid-state electrolytes, ceramic processing, energy and information materials.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-rupp"],"locator":"https://www.nat.tum.de/nat/aktuelles/chemie/article/prof-rupp-als-mitglied-der-leopoldina-aufgenommen/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports solid-state electrolytes, ceramic processing, energy and information materials. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-rupp"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-sangiovanni":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-sangiovanni","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Alberto Sangiovanni-Vincentelli has documented research capability in embedded system design, control, electronic design systems.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Alberto Sangiovanni-Vincentelli explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-satija":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-satija","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-satija","opposing_source_ids":[],"supporting_source_ids":["pxe-s-satija"],"text":"Rahul Satija has documented research capability in single-cell genomics, multimodal integration, cell-type annotation.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-satija"],"locator":"https://satijalab.org/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports single-cell genomics, multimodal integration, cell-type annotation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-satija"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Lab research introduction: single-cell/multimodal integration and cell annotation. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-schmidt":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-schmidt","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-schmidt","opposing_source_ids":[],"supporting_source_ids":["pxe-s-schmidt"],"text":"Christine Schmidt is documented in the cited official record as working on neural regeneration, conducting polymers, natural biomaterial scaffolds.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-schmidt"],"locator":"https://bme.ufl.edu/people/faculty/name/christine-schmidt/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports neural regeneration, conducting polymers, natural biomaterial scaffolds. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-schmidt"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-shao":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-shao","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Sophia Shao has documented research capability in computer architecture, integrated circuits.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Sophia Shao explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-shaohorn":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-shaohorn","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-shaohorn","opposing_source_ids":[],"supporting_source_ids":["pxe-s-shaohorn"],"text":"Yang Shao-Horn has documented research capability in electrochemical interfaces, reaction kinetics, energy-storage materials.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-shaohorn"],"locator":"https://chemistry.mit.edu/profile/yang-shao-horn/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports electrochemical interfaces, reaction kinetics, energy-storage materials. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-shaohorn"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"MIT Chemistry research description: electrochemical kinetics/interfaces and storage materials. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-shekhar":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-shekhar","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Karthik Shekhar has documented research capability in computational biology and genomics, neuroscience, biophysics.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Karthik Shekhar explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-teichmann":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-teichmann","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-teichmann","opposing_source_ids":[],"supporting_source_ids":["pxe-s-teichmann"],"text":"Sarah Teichmann is documented in the cited official record as working on human cell atlases, cellular diversity, developmental and immune tissue architecture.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-teichmann"],"locator":"https://www.stemcells.cam.ac.uk/people/sarah-teichmann","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports human cell atlases, cellular diversity, developmental and immune tissue architecture. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-teichmann"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-tse":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-tse","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-tse","opposing_source_ids":[],"supporting_source_ids":["pxe-s-tse"],"text":"David Tse has documented research capability in information-theoretic methods, decentralized systems, computational genomics.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-tse"],"locator":"https://tselab.stanford.edu/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports information-theoretic methods, decentralized systems, computational genomics. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-tse"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh lab introduction describes information-theoretic work, decentralized systems and prior computational-genomics work. Historical capability, not availability. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-uhler":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-uhler","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-uhler","opposing_source_ids":[],"supporting_source_ids":["pxe-s-uhler"],"text":"Caroline Uhler is documented in the cited official record as working on causal inference, generative modelling, computational genomics.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-uhler"],"locator":"https://jclinic.mit.edu/team-member/caroline-uhler/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports causal inference, generative modelling, computational genomics. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-uhler"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-vaikuntanathan":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The observed MIT biography identifies a professor and chief cryptographer; the exact implementation method is not established by the retained excerpt.","source_id":"pxe-s-vaikuntanathan","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-vaikuntanathan","opposing_source_ids":[],"supporting_source_ids":["pxe-s-vaikuntanathan"],"text":"Vinod Vaikuntanathan has documented broad capability in cryptography and cryptographic system design.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified. The retained excerpt supports a broad role, so the finer-grained homomorphic-encryption proposal is deliberately conditional.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-vaikuntanathan"],"locator":"https://people.csail.mit.edu/vinodv/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports cryptography, cryptographic system design. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-vaikuntanathan"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"MIT homepage research introduction: homomorphic encryption, lattice cryptography, cryptography/statistics/ML. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-vollmer":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-vollmer","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-vollmer","opposing_source_ids":[],"supporting_source_ids":["pxe-s-vollmer"],"text":"Doris Vollmer has documented research capability in wetting and adhesion, stable self-cleaning coatings, surface characterization.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-vollmer"],"locator":"https://www.mpip-mainz.mpg.de/en/butt/groups/vollmer","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports wetting and adhesion, stable self-cleaning coatings, surface characterization. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-vollmer"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"MPI research description: wetting, adhesion and stable self-cleaning coatings. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-vuckovic":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-vuckovic","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-vuckovic","opposing_source_ids":[],"supporting_source_ids":["pxe-s-vuckovic"],"text":"Jelena Vuckovic is documented in the cited official record as working on integrated quantum photonics, cavity QED, inverse photonic design.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-vuckovic"],"locator":"https://stanford.edu/~jela/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports integrated quantum photonics, cavity QED, inverse photonic design. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"}]},"pxe-c-walt":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-walt","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-walt","opposing_source_ids":[],"supporting_source_ids":["pxe-s-walt"],"text":"David Walt is documented in the cited official record as working on single-molecule detection, biomarker assays, diagnostic instrumentation.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-walt"],"locator":"https://wyss.harvard.edu/team/core-faculty/david-walt/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports single-molecule detection, biomarker assays, diagnostic instrumentation. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-walt"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-wong":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-wong","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-wong","opposing_source_ids":[],"supporting_source_ids":["pxe-s-wong"],"text":"Tak-Sing Wong has documented research capability in liquid-infused slippery surfaces, interfacial phenomena, micro- and nanomanufacturing.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-wong"],"locator":"https://www.matse.psu.edu/directory/tak-sing-wong","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports liquid-infused slippery surfaces, interfacial phenomena, micro- and nanomanufacturing. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-wong"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Penn State research page describes interfacial nanomanufacturing and SLIPS. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-wornell":{"assessments":[{"directness":"direct","fit":2,"rationale":"Bounded institutional or first-party description of research capability; not a claim of comparative quality, current availability or success of a new collaboration.","source_id":"pxe-s-wornell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-wornell","opposing_source_ids":[],"supporting_source_ids":["pxe-s-wornell"],"text":"Gregory Wornell is documented in the cited official record as working on signal processing, statistical inference, information and sensing architectures.","uncertainty":"Independent review pending. Official profiles may lag role changes; a listed capability establishes neither available capacity nor future experimental benefit.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-wornell"],"locator":"https://mitibm.mit.edu/people/gregory-wornell/","rationale":"Independently inspected the official/institution-linked primary page and compared its research description, listed work or research classifications with the bounded capability observation. The record supports signal processing, statistical inference, information and sensing architectures. It does not establish willingness, resources, current capacity or success of any proposed collaboration.","verdict":"supports"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Retained baseline source observation was independently read and compared with this bounded capability list; it supports the named topics, not availability or proposed match success. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-c-wu":{"assessments":[{"directness":"direct","fit":2,"rationale":"Direct official or institution-linked self-description. Bounded to listed expertise; method transfer to a particular Bar-Ilan project remains an analyst hypothesis.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-c-wu","opposing_source_ids":[],"supporting_source_ids":["pxe-s-berkeley-directory"],"text":"Ming Wu has documented research capability in silicon photonics, photonic integrated circuits, three-dimensional sensing.","uncertainty":"Independent source review pending; current capacity, willingness and success of any proposed joint experiment are unverified.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","rationale":"I attempted the cited Berkeley directory and received HTTP 403; one alternate read/retry did not yield the record. I read the retained observation but cannot certify this fresh primary-source capability claim. Another reviewer has separately attributed coverage below; this is an access limitation, not contrary evidence.","verdict":"insufficient"},{"agent":"01a07da6-ba36-7da0-8382-416618181d50","checked_source_ids":["pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-review.md#partial-source-review","rationale":"Fresh Berkeley directory entry for Ming Wu explicitly lists the catalogued topics. The directory supports topic attribution, not demonstrated performance or willingness to collaborate. Forecast confidence remains low; no collaboration commitment is established.","verdict":"supports"}]},"pxe-match-r01":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s01","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rabaey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-devadas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mutlu","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r01","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s01","pxe-s-rabaey","pxe-s-berkeley-directory","pxe-s-devadas","pxe-s-mutlu"],"text":"For Adam Teman, a proposed external capability pool for Intermittent edge-AI chips for biological sensing comprises Jan M. Rabaey, Srini Devadas, Ali Javey, Onur Mutlu, Borivoje Nikolic, Alberto Sangiovanni-Vincentelli, Sophia Shao, Clark Nguyen, Pierluigi Nuzzo, Jun-Chau Chien. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s01","pxe-s-rabaey","pxe-s-berkeley-directory","pxe-s-devadas","pxe-s-mutlu"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r01","rationale":"Chien now supplies a declared biosensor/ADC interface to the memory simulation; fixed sample rate and checkpoint policies share reconstruction and energy outcomes. Score 6 reflects indirect interface fit. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r02":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s05","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gladyshev","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-pachter","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-satija","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-teichmann","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-uhler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bronstein","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-chen","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-quake","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r02","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s05","pxe-s-gladyshev","pxe-s-pachter","pxe-s-satija","pxe-s-teichmann","pxe-s-uhler","pxe-s-bronstein","pxe-s-chen","pxe-s-gal","pxe-s-quake","pxe-s-berkeley-directory"],"text":"For Orr Levy, a proposed external capability pool for Aging-resilience stress maps across cell types comprises Vadim Gladyshev, Rahul Satija, Sarah Teichmann, Michael Bronstein, Yarin Gal, Lior S. Pachter, Karthik Shekhar, Caroline Uhler, Fei Chen, Stephen Quake. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s05","pxe-s-gladyshev","pxe-s-pachter","pxe-s-satija","pxe-s-teichmann","pxe-s-uhler","pxe-s-bronstein","pxe-s-chen","pxe-s-gal","pxe-s-quake","pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r02","rationale":"The four revisions separate capture-bias simulation, raw-read quantification, spatial-coordinate analysis and causal interventions. Each now has the required variables or declared synthetic truth and a shared downstream outcome; scores 7–8 reflect prerequisites. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r03":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s08","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-schmidt","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mooney","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-boyden","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-hammond","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ingber","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-langer","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lewis","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitragotri","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-aizenberg","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r03","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s08","pxe-s-schmidt","pxe-s-mooney","pxe-s-boyden","pxe-s-hammond","pxe-s-ingber","pxe-s-langer","pxe-s-lewis","pxe-s-mitragotri","pxe-s-aizenberg","pxe-s-berkeley-directory"],"text":"For Orit Shefi, a proposed external capability pool for Magnetically addressable living nerve-repair scaffolds comprises Christine Schmidt, David J. Mooney, Ed Boyden, Paula Hammond, Donald E. Ingber, Robert S. Langer, Jennifer A. Lewis, Samir Mitragotri, Joanna Aizenberg, Jun-Chau Chien. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s08","pxe-s-schmidt","pxe-s-mooney","pxe-s-boyden","pxe-s-hammond","pxe-s-ingber","pxe-s-langer","pxe-s-lewis","pxe-s-mitragotri","pxe-s-aizenberg","pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r03","rationale":"The revised impedance-readout comparison fixes scaffold geometry and magnetic pattern, defines synthetic impedance truth and stops without a defensible coverage mapping. It no longer claims neural growth from a digital readout. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r04":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s12","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-aizenberg","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vollmer","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wong","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-hammond","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ingber","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-langer","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lewis","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitragotri","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mooney","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ozcan","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r04","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s12","pxe-s-aizenberg","pxe-s-vollmer","pxe-s-wong","pxe-s-hammond","pxe-s-ingber","pxe-s-langer","pxe-s-lewis","pxe-s-mitragotri","pxe-s-mooney","pxe-s-ozcan"],"text":"For Alexander Tesler, a proposed external capability pool for Adaptive anti-fouling surfaces for changing flow conditions comprises Joanna Aizenberg, Doris Vollmer, Tak-Sing Wong, Paula Hammond, Donald E. Ingber, Robert S. Langer, Jennifer A. Lewis, Samir Mitragotri, David J. Mooney, Aydogan Ozcan. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s12","pxe-s-aizenberg","pxe-s-vollmer","pxe-s-wong","pxe-s-hammond","pxe-s-ingber","pxe-s-langer","pxe-s-lewis","pxe-s-mitragotri","pxe-s-mooney","pxe-s-ozcan"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r04","rationale":"Lewis now holds chemistry and flow fixed while varying printable geometry. Ozcan compares analysis methods on identical synthetic images and particle truth. Neither test substitutes imaging improvement for coating efficacy. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r05":{"assessments":[{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s16","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s17","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-piech","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-athey","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-brynjolfsson","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-carley","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-jurafsky","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lapata","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-manning","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r05","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s16","pxe-subject-a-s17","pxe-s-piech","pxe-s-athey","pxe-s-brynjolfsson","pxe-s-carley","pxe-s-gal","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher","pxe-s-wornell"],"text":"For Alexandra Simonovsky, a proposed external capability pool for Evidence-based evaluation for AI-agent prototypes comprises Chris Piech, Erik Brynjolfsson, Yarin Gal, Dan Jurafsky, Mirella Lapata, Susan Athey, Christopher Manning, Michael Mitzenmacher, Kathleen M. Carley, Gregory Wornell. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit. Identity confirmation needed; no technical ability, teaching expertise or scientific lead role is inferred for the provisional subject.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s16","pxe-subject-a-s17","pxe-s-piech","pxe-s-athey","pxe-s-brynjolfsson","pxe-s-carley","pxe-s-gal","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r05","rationale":"All ten roles explicitly await identity/role confirmation and a qualified scientific lead. Seven distinct component tuples and scores 2–5 distinguish evaluation coordination from remote technical branches; no teaching, algorithmic or research expertise is assigned to Simonovsky. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r06":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s19","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-erkip","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-medard","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-haeupler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rabaey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r06","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s19","pxe-s-goldsmith","pxe-s-calderbank","pxe-s-erkip","pxe-s-medard","pxe-s-haeupler","pxe-s-wornell","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-rabaey","pxe-s-tse"],"text":"For Ephraim Zehavi, a proposed external capability pool for Failure-tolerant coded links for distributed scientific sensors comprises Robert Calderbank, Elza Erkip, Muriel Medard, Andrea Goldsmith, Bernhard Haeupler, Gregory Wornell, Michael Mitzenmacher, Jan M. Rabaey, David Tse, Andrea Montanari. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s19","pxe-s-goldsmith","pxe-s-calderbank","pxe-s-erkip","pxe-s-medard","pxe-s-haeupler","pxe-s-wornell","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-rabaey","pxe-s-tse"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r06","rationale":"Goldsmith now starts with seeded channel simulation and defers SDR/traces; feasibility falls to 2. Montanari estimates a named channel matrix with the decoder fixed. The original's lower rank is explained with actual preceding scores. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r07":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s22","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-brynjolfsson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-athey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-autor","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-carley","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-acemoglu","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-jackson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-jurafsky","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-aalst","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-piech","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-roth","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r07","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s22","pxe-s-brynjolfsson","pxe-s-athey","pxe-s-autor","pxe-s-carley","pxe-s-acemoglu","pxe-s-jackson","pxe-s-jurafsky","pxe-s-aalst","pxe-s-piech","pxe-s-roth"],"text":"For Hila Chalutz-Ben Gal, a proposed external capability pool for A university-wide AI skills observatory comprises Erik Brynjolfsson, Daron Acemoglu, Susan Athey, David H. Autor, Matthew O. Jackson, Wil van der Aalst, Kathleen M. Carley, Chris Piech, Alvin E. Roth, Dan Jurafsky. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s22","pxe-s-brynjolfsson","pxe-s-athey","pxe-s-autor","pxe-s-carley","pxe-s-acemoglu","pxe-s-jackson","pxe-s-jurafsky","pxe-s-aalst","pxe-s-piech","pxe-s-roth"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r07","rationale":"Workforce interventions, task/skill definitions, missingness and outcomes are now explicit in synthetic design tests. Graph detection and text robustness use their own matched controls; all participant studies remain deferred. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r08":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s25","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atature","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-galli","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-giustino","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atwater","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-loncar","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitchell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vuckovic","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ceder","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-persson","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r08","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s25","pxe-s-atature","pxe-s-galli","pxe-s-giustino","pxe-s-atwater","pxe-s-loncar","pxe-s-mitchell","pxe-s-vuckovic","pxe-s-ceder","pxe-s-lipson","pxe-s-persson"],"text":"For Yossef Efraim Panfil, a proposed external capability pool for A solution-processable room-temperature spin-photon platform comprises Mete Atatüre, Giulia Galli, Feliciano Giustino, Harry Atwater, Marko Loncar, Jelena Vuckovic, Gerbrand Ceder, Michal Lipson, Kristin Persson, Morgan W. Mitchell. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s25","pxe-s-atature","pxe-s-galli","pxe-s-giustino","pxe-s-atwater","pxe-s-loncar","pxe-s-mitchell","pxe-s-vuckovic","pxe-s-ceder","pxe-s-lipson","pxe-s-persson"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r08","rationale":"Mitchell is reduced to a low-fit estimator analogy on a declared emitter phase observable, with a compatibility stop rule and no assumed atom-defect hardware coupling. Score 4 reflects the unresolved physical interface. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r09":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s28","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-he","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-boas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-boyden","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-uhler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ozcan","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r09","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s28","pxe-s-he","pxe-s-gal","pxe-s-wornell","pxe-s-boas","pxe-s-boyden","pxe-s-berkeley-directory","pxe-s-uhler","pxe-s-lipson","pxe-s-ozcan"],"text":"For Yaara Erez, a proposed external capability pool for Closed-loop non-invasive monitoring of cognitive load comprises Bin He, Yarin Gal, Gregory Wornell, David Boas, Rikky Muller, Caroline Uhler, Aydogan Ozcan, Ed Boyden, Jun-Chau Chien, Michal Lipson. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s28","pxe-s-he","pxe-s-gal","pxe-s-wornell","pxe-s-boas","pxe-s-boyden","pxe-s-berkeley-directory","pxe-s-uhler","pxe-s-lipson","pxe-s-ozcan"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r09","rationale":"Optical physiology, cellular imaging, acquisition circuits and photonic routing now form separate declared synthetic branches. Each tests a specific observable and rejects an unjustified connection to the human cognitive task. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r10":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s31","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rupp","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ceder","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-galli","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-grey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-persson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-shaohorn","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-giustino","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-marzari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atwater","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lewis","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r10","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s31","pxe-s-rupp","pxe-s-ceder","pxe-s-galli","pxe-s-grey","pxe-s-persson","pxe-s-shaohorn","pxe-s-giustino","pxe-s-marzari","pxe-s-atwater","pxe-s-lewis"],"text":"For Yatir Sadia, a proposed external capability pool for Heteroanionic ceramics for solid-state electrochemical devices comprises Jennifer Rupp, Gerbrand Ceder, Giulia Galli, Clare Grey, Kristin Persson, Yang Shao-Horn, Feliciano Giustino, Nicola Marzari, Harry Atwater, Jennifer A. Lewis. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s31","pxe-s-rupp","pxe-s-ceder","pxe-s-galli","pxe-s-grey","pxe-s-persson","pxe-s-shaohorn","pxe-s-giustino","pxe-s-marzari","pxe-s-atwater","pxe-s-lewis"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r10","rationale":"No method or score changed. Ranking-only normalization preserves the previously reviewed ceramic/transport/materials pool, including the lower, explicitly conditional optical and printing analogies. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r11":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s34","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-dudley","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-loncar","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vuckovic","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atature","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atwater","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitchell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r11","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s34","pxe-s-dudley","pxe-s-gal","pxe-s-lipson","pxe-s-loncar","pxe-s-vuckovic","pxe-s-wornell","pxe-s-berkeley-directory","pxe-s-atature","pxe-s-atwater","pxe-s-mitchell"],"text":"For Moti Fridman, a proposed external capability pool for Self-driving temporal-photonics experiments comprises John Dudley, Yarin Gal, Michal Lipson, Marko Loncar, Jelena Vuckovic, Gregory Wornell, Ming Wu, Harry Atwater, Mete Atatüre, Morgan W. Mitchell. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s34","pxe-s-dudley","pxe-s-gal","pxe-s-lipson","pxe-s-loncar","pxe-s-vuckovic","pxe-s-wornell","pxe-s-berkeley-directory","pxe-s-atature","pxe-s-atwater","pxe-s-mitchell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r11","rationale":"The revised emitter/atomic branches specify wavepackets, temporal-lens transfer functions, common response models and bandwidth stop rules. Both score 4 and make no assertion that the existing fibre apparatus is an atomic sensor. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r12":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s37","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-loncar","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vuckovic","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atature","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-dudley","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitchell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atwater","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r12","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s37","pxe-s-lipson","pxe-s-loncar","pxe-s-vuckovic","pxe-s-atature","pxe-s-calderbank","pxe-s-dudley","pxe-s-mitchell","pxe-s-wornell","pxe-s-berkeley-directory","pxe-s-atwater"],"text":"For Miri Blau, a proposed external capability pool for Extend an existing collaboration toward a programmable high-dimensional photonic processor comprises Michal Lipson, Marko Loncar, Jelena Vuckovic, Mete Atatüre, John Dudley, Gregory Wornell, Ming Wu, Harry Atwater, Robert Calderbank, Morgan W. Mitchell. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s37","pxe-s-lipson","pxe-s-loncar","pxe-s-vuckovic","pxe-s-atature","pxe-s-calderbank","pxe-s-dudley","pxe-s-mitchell","pxe-s-wornell","pxe-s-berkeley-directory","pxe-s-atwater"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r12","rationale":"Calderbank now protects classical frequency-bin readout under an explicit confusion/erasure channel, not quantum states. Mitchell uses a shared phase likelihood and rejects estimators needing an absent atomic degree of freedom. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r13":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s41","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-boas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-he","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ozcan","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-quake","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-boyden","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r13","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s41","pxe-s-boas","pxe-s-wornell","pxe-s-berkeley-directory","pxe-s-gal","pxe-s-he","pxe-s-ozcan","pxe-s-quake","pxe-s-boyden","pxe-s-lipson"],"text":"For Nisan Ozana, a proposed external capability pool for Hybrid optical-acoustic bedside cerebral perfusion monitor comprises David Boas, Gregory Wornell, Jun-Chau Chien, Yarin Gal, Aydogan Ozcan, Michal Lipson, Rikky Muller, Stephen Quake, Ed Boyden, Bin He. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s41","pxe-s-boas","pxe-s-wornell","pxe-s-berkeley-directory","pxe-s-gal","pxe-s-he","pxe-s-ozcan","pxe-s-quake","pxe-s-boyden","pxe-s-lipson"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r13","rationale":"The revisions use synthetic particle-flow truth, separately labelled cellular images or an explicitly hypothetical joint optical/electrical model. The previously missing modalities are no longer inferred from an acellular phantom. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r14":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s45","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-a-s46","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-walt","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ingber","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ozcan","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-quake","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wong","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-hammond","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitragotri","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rabaey","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r14","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-a-s45","pxe-subject-a-s46","pxe-s-walt","pxe-s-berkeley-directory","pxe-s-ingber","pxe-s-ozcan","pxe-s-quake","pxe-s-wong","pxe-s-hammond","pxe-s-mitragotri","pxe-s-rabaey"],"text":"For Amos Danielli, a proposed external capability pool for Digital single-molecule magnetic-optical diagnostics comprises David Walt, Jun-Chau Chien, Aydogan Ozcan, Stephen Quake, Tak-Sing Wong, Paula Hammond, Samir Mitragotri, Rikky Muller, Jan M. Rabaey, Donald E. Ingber. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-a-s45","pxe-subject-a-s46","pxe-s-walt","pxe-s-berkeley-directory","pxe-s-ingber","pxe-s-ozcan","pxe-s-quake","pxe-s-wong","pxe-s-hammond","pxe-s-mitragotri","pxe-s-rabaey"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r14","rationale":"Ozcan holds acquisition fixed and measures bead/concentration error on rendered assay images. Ingber defines a separate transport model with known permeability and explicitly excludes toxicity and biological-barrier efficacy. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r15":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s01","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vuckovic","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atature","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-loncar","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitchell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atwater","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-galli","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-giustino","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r15","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s01","pxe-s-vuckovic","pxe-s-atature","pxe-s-loncar","pxe-s-mitchell","pxe-s-atwater","pxe-s-calderbank","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-berkeley-directory"],"text":"For Roy Zektzer, a proposed external capability pool for Chip-scale atomic calibration and sensing fabric comprises Jelena Vuckovic, Mete Atatüre, Marko Loncar, Morgan W. Mitchell, Harry Atwater, Feliciano Giustino, Michal Lipson, Ming Wu, Robert Calderbank, Giulia Galli. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s01","pxe-s-vuckovic","pxe-s-atature","pxe-s-loncar","pxe-s-mitchell","pxe-s-atwater","pxe-s-calderbank","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r15","rationale":"The code comparison now has a classical encoding and a shared readout channel. Galli requires a dielectric/interface parameter and propagates an assumed range into a fixed resonator model; low feasibility reflects the missing material calculation. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r16":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s04","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-hammond","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-langer","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitragotri","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ingber","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lewis","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mooney","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-quake","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-walt","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-aizenberg","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-schmidt","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r16","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s04","pxe-s-hammond","pxe-s-langer","pxe-s-mitragotri","pxe-s-ingber","pxe-s-lewis","pxe-s-mooney","pxe-s-quake","pxe-s-walt","pxe-s-aizenberg","pxe-s-schmidt"],"text":"For Rachela Popovtzer, a proposed external capability pool for Programmable staged theranostic nanoparticles comprises Paula Hammond, Robert S. Langer, Samir Mitragotri, Donald E. Ingber, David J. Mooney, David Walt, Joanna Aizenberg, Jennifer A. Lewis, Stephen Quake, Christine Schmidt. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s04","pxe-s-hammond","pxe-s-langer","pxe-s-mitragotri","pxe-s-ingber","pxe-s-lewis","pxe-s-mooney","pxe-s-quake","pxe-s-walt","pxe-s-aizenberg","pxe-s-schmidt"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r16","rationale":"Printing is tied to exposure through fixed carrier kinetics; isolation is tied to uptake-estimation bias. Schmidt is a conditional neural-delivery branch with a no-scaffold transport control, and neurite efficacy remains excluded. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r17":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s08","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-haeupler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-kalai","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-medard","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-devadas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r17","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s08","pxe-s-haeupler","pxe-s-kalai","pxe-s-medard","pxe-s-calderbank","pxe-s-goldsmith","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-devadas","pxe-s-berkeley-directory","pxe-s-wornell"],"text":"For Ran Gelles, a proposed external capability pool for Self-healing protocols for sensor and robot swarms comprises Yael Kalai, Muriel Medard, Bernhard Haeupler, Robert Calderbank, Andrea Goldsmith, Michael Mitzenmacher, David Tse, Pierluigi Nuzzo, Gregory Wornell, Srini Devadas. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s08","pxe-s-haeupler","pxe-s-kalai","pxe-s-medard","pxe-s-calderbank","pxe-s-goldsmith","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-devadas","pxe-s-berkeley-directory","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r17","rationale":"Haeupler starts with an explicit simulated protocol, correctness condition and separate fault sweeps. Devadas separates protected-message leakage from link correctness. Hardware and cryptographic proof are deferred; the original rank change is explained. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r18":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s11","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s12","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-satija","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-chen","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-boyden","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-pachter","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-teichmann","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-uhler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bronstein","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-quake","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gladyshev","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r18","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s11","pxe-subject-b-s12","pxe-s-satija","pxe-s-chen","pxe-s-boyden","pxe-s-pachter","pxe-s-berkeley-directory","pxe-s-teichmann","pxe-s-uhler","pxe-s-bronstein","pxe-s-quake","pxe-s-gladyshev"],"text":"For Shahar Alon, a proposed external capability pool for Spatial perturbation atlas for tissue repair comprises Rahul Satija, Fei Chen, Ed Boyden, Karthik Shekhar, Sarah Teichmann, Michael Bronstein, Lior S. Pachter, Caroline Uhler, Vadim Gladyshev, Stephen Quake. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s11","pxe-subject-b-s12","pxe-s-satija","pxe-s-chen","pxe-s-boyden","pxe-s-pachter","pxe-s-berkeley-directory","pxe-s-teichmann","pxe-s-uhler","pxe-s-bronstein","pxe-s-quake","pxe-s-gladyshev"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r18","rationale":"Raw reads/barcodes, synthetic spatial interventions and computational capture/dropout models now have common quantification or mapping controls. No physical dilution of archived counts is proposed. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r19":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s15","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s16","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-carley","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-athey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bronstein","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-jackson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-acemoglu","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldwasser","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r19","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s15","pxe-subject-b-s16","pxe-s-carley","pxe-s-athey","pxe-s-bronstein","pxe-s-jackson","pxe-s-mitzenmacher","pxe-s-acemoglu","pxe-s-gal","pxe-s-tse","pxe-s-wornell","pxe-s-goldwasser"],"text":"For Shahar Somin, a proposed external capability pool for Privacy-preserving early warning for coordinated failures comprises Kathleen M. Carley, Michael Bronstein, Matthew O. Jackson, Yarin Gal, David Tse, Gregory Wornell, Susan Athey, Shafi Goldwasser, Michael Mitzenmacher, Daron Acemoglu. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s15","pxe-subject-b-s16","pxe-s-carley","pxe-s-athey","pxe-s-bronstein","pxe-s-jackson","pxe-s-mitzenmacher","pxe-s-acemoglu","pxe-s-gal","pxe-s-tse","pxe-s-wornell","pxe-s-goldwasser"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r19","rationale":"The revised causal treatment/outcome, event-processing queue and separate worker-task model supply the missing mathematical objects. Detection, processing efficiency and labour outcomes are explicitly separated. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r20":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s18","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s19","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atwater","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vuckovic","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-galli","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-giustino","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-loncar","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ozcan","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-aizenberg","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wong","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r20","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s18","pxe-subject-b-s19","pxe-s-atwater","pxe-s-vuckovic","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-loncar","pxe-s-ozcan","pxe-s-berkeley-directory","pxe-s-aizenberg","pxe-s-wong"],"text":"For Tomer Lewi, a proposed external capability pool for Adaptive multispectral optical edge sensor comprises Harry Atwater, Jelena Vuckovic, Michal Lipson, Marko Loncar, Aydogan Ozcan, Ming Wu, Joanna Aizenberg, Feliciano Giustino, Giulia Galli, Tak-Sing Wong. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s18","pxe-subject-b-s19","pxe-s-atwater","pxe-s-vuckovic","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-loncar","pxe-s-ozcan","pxe-s-berkeley-directory","pxe-s-aizenberg","pxe-s-wong"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r20","rationale":"Material theory now connects through declared optical constants or temperature-index coefficients. The coating branch tests an optical penalty at fixed geometry and cannot claim retention or antifouling efficacy from simulation. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r21":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s21","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-satija","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-teichmann","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-chen","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-pachter","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-uhler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bronstein","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gladyshev","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-quake","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r21","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s21","pxe-s-satija","pxe-s-teichmann","pxe-s-chen","pxe-s-pachter","pxe-s-berkeley-directory","pxe-s-uhler","pxe-s-bronstein","pxe-s-gal","pxe-s-gladyshev","pxe-s-quake"],"text":"For Tomer Kalisky, a proposed external capability pool for Longitudinal single-cell repair atlas comprises Rahul Satija, Sarah Teichmann, Lior S. Pachter, Karthik Shekhar, Michael Bronstein, Fei Chen, Yarin Gal, Caroline Uhler, Vadim Gladyshev, Stephen Quake. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s21","pxe-s-satija","pxe-s-teichmann","pxe-s-chen","pxe-s-pachter","pxe-s-berkeley-directory","pxe-s-uhler","pxe-s-bronstein","pxe-s-gal","pxe-s-gladyshev","pxe-s-quake"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r21","rationale":"Spatial coordinates, donor age, repair stage, interventions and capture assumptions are explicit requirements or simulated variables. Comparators hold shared count/state inputs fixed; scores account for these prerequisites. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r22":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s24","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bronstein","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-uhler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-athey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-jurafsky","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lapata","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-manning","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r22","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s24","pxe-s-bronstein","pxe-s-gal","pxe-s-montanari","pxe-s-uhler","pxe-s-wornell","pxe-s-athey","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher"],"text":"For Ethan Fetaya, a proposed external capability pool for Geometry-aware safety tests for scientific generative models comprises Michael Bronstein, Yarin Gal, Andrea Montanari, Gregory Wornell, Dan Jurafsky, Mirella Lapata, Christopher Manning, Caroline Uhler, Susan Athey, Michael Mitzenmacher. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s24","pxe-s-bronstein","pxe-s-gal","pxe-s-montanari","pxe-s-uhler","pxe-s-wornell","pxe-s-athey","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r22","rationale":"Causal structure-property and safety-filter studies now define interventions and planted truth. Scheduling is a separate fixed-output compute workload, so queue performance is not scientific predictive validity. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r23":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s26","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s27","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bronstein","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-jurafsky","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lapata","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-manning","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-uhler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-athey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r23","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s26","pxe-subject-b-s27","pxe-s-gal","pxe-s-wornell","pxe-s-bronstein","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-montanari","pxe-s-uhler","pxe-s-athey","pxe-s-mitzenmacher"],"text":"For Jacob Goldberger, a proposed external capability pool for Calibrated evidence triage for clinical and research AI comprises Yarin Gal, Gregory Wornell, Michael Bronstein, Dan Jurafsky, Mirella Lapata, Christopher Manning, Andrea Montanari, Caroline Uhler, Susan Athey, Michael Mitzenmacher. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s26","pxe-subject-b-s27","pxe-s-gal","pxe-s-wornell","pxe-s-bronstein","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-montanari","pxe-s-uhler","pxe-s-athey","pxe-s-mitzenmacher"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r23","rationale":"Acquisition-quality intervention, uncertainty-flag treatment and reviewer queues now have named outcomes and matched policies. Synthetic reviewer behaviour is explicitly not evidence of clinical or institutional benefit. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r24":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s30","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s31","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-powell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bertsimas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-aalst","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-athey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-carley","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-roth","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r24","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s30","pxe-subject-b-s31","pxe-s-powell","pxe-s-bertsimas","pxe-s-aalst","pxe-s-athey","pxe-s-mitzenmacher","pxe-s-carley","pxe-s-goldsmith","pxe-s-montanari","pxe-s-roth","pxe-s-wornell"],"text":"For Gonen Singer, a proposed external capability pool for Resilient laboratory and hospital operations digital twin comprises Warren Buckler Powell, Dimitris Bertsimas, Wil van der Aalst, Susan Athey, Michael Mitzenmacher, Kathleen M. Carley, Andrea Montanari, Alvin E. Roth, Gregory Wornell, Andrea Goldsmith. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s30","pxe-subject-b-s31","pxe-s-powell","pxe-s-bertsimas","pxe-s-aalst","pxe-s-athey","pxe-s-mitzenmacher","pxe-s-carley","pxe-s-goldsmith","pxe-s-montanari","pxe-s-roth","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r24","rationale":"Goldsmith is a score-5 constrained-allocation analogy with radio metrics removed. Wornell names queue-count/arrival-rate summaries and compares downstream allocation loss with the allocator fixed. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r25":{"assessments":[{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s34","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s35","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bertsimas","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-powell","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-aalst","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-athey","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-roth","stance":"supports"},{"directness":"inferential","fit":1,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r25","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s34","pxe-subject-b-s35","pxe-s-bertsimas","pxe-s-powell","pxe-s-aalst","pxe-s-athey","pxe-s-gal","pxe-s-goldsmith","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-roth","pxe-s-wornell"],"text":"For Shimrit Shtern, a proposed external capability pool for Robust radiotherapy and care-capacity planning comprises Dimitris Bertsimas, Warren Buckler Powell, Wil van der Aalst, Yarin Gal, Andrea Goldsmith, Michael Mitzenmacher, Andrea Montanari, Alvin E. Roth, Susan Athey, Gregory Wornell. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit. Identity confirmation needed; no technical ability, teaching expertise or scientific lead role is inferred for the provisional subject.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s34","pxe-subject-b-s35","pxe-s-bertsimas","pxe-s-powell","pxe-s-aalst","pxe-s-athey","pxe-s-gal","pxe-s-goldsmith","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-roth","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r25","rationale":"The two revisions retain identity confirmation and explicitly choose a care-capacity branch with booking treatment or demand-rate estimation. They make no dose-efficacy claim or assertion of a confirmed scientific role. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r26":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s38","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-medard","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-erkip","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-haeupler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rabaey","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r26","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s38","pxe-s-medard","pxe-s-calderbank","pxe-s-erkip","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-wornell","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-tse","pxe-s-rabaey"],"text":"For Anelia Somekh-Baruch, a proposed external capability pool for Adaptive reliability bounds for heterogeneous links comprises Robert Calderbank, Elza Erkip, Muriel Medard, Andrea Goldsmith, Bernhard Haeupler, Gregory Wornell, Michael Mitzenmacher, David Tse, Andrea Montanari, Jan M. Rabaey. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s38","pxe-s-medard","pxe-s-calderbank","pxe-s-erkip","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-wornell","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-tse","pxe-s-rabaey"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r26","rationale":"Medard now starts with seeded burst-channel experiments and defers measured traces; its lower ranking is explained. Montanari supplies a gain/state estimator evaluated through the same mismatched decoder. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r27":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s40","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mutlu","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-devadas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rabaey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r27","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s40","pxe-s-mutlu","pxe-s-devadas","pxe-s-rabaey","pxe-s-berkeley-directory"],"text":"For Alex Fish, a proposed external capability pool for Secure near-memory processing for scientific AI comprises Onur Mutlu, Srini Devadas, Jan M. Rabaey, Borivoje Nikolic, Pierluigi Nuzzo, Alberto Sangiovanni-Vincentelli, Sophia Shao, Ali Javey, Clark Nguyen, Jun-Chau Chien. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s40","pxe-s-mutlu","pxe-s-devadas","pxe-s-rabaey","pxe-s-berkeley-directory"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r27","rationale":"Chien's input is a digital biosensor stream rather than fluidics; Nguyen's clock interface is a memory timing margin rather than a receiver. Both now have common operations and explicit loss/timing outcomes. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r28":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s44","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s45","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-b-s46","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lapata","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-manning","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-jurafsky","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bronstein","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-carley","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-piech","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-uhler","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r28","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-b-s44","pxe-subject-b-s45","pxe-subject-b-s46","pxe-s-lapata","pxe-s-manning","pxe-s-jurafsky","pxe-s-wornell","pxe-s-bronstein","pxe-s-carley","pxe-s-gal","pxe-s-mitzenmacher","pxe-s-piech","pxe-s-uhler"],"text":"For Ori Ernst, a proposed external capability pool for Provenance-aware synthesis of scientific and patent evidence comprises Mirella Lapata, Christopher Manning, Dan Jurafsky, Michael Bronstein, Kathleen M. Carley, Yarin Gal, Michael Mitzenmacher, Caroline Uhler, Gregory Wornell, Chris Piech. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-b-s44","pxe-subject-b-s45","pxe-subject-b-s46","pxe-s-lapata","pxe-s-manning","pxe-s-jurafsky","pxe-s-wornell","pxe-s-bronstein","pxe-s-carley","pxe-s-gal","pxe-s-mitzenmacher","pxe-s-piech","pxe-s-uhler"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r28","rationale":"Wornell targets proposition retention at a fixed token budget through one summarizer. Piech evaluates annotation rubrics rather than comparing agreement with summary quality, and human-rater access remains a later prerequisite. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r29":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s01","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s02","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-aalst","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bertsimas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-powell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-athey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-carley","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-roth","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r29","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s01","pxe-subject-c-s02","pxe-s-aalst","pxe-s-bertsimas","pxe-s-powell","pxe-s-athey","pxe-s-carley","pxe-s-mitzenmacher","pxe-s-goldsmith","pxe-s-montanari","pxe-s-roth","pxe-s-wornell"],"text":"For Izack Cohen, a proposed external capability pool for Privacy-preserving hospital flow digital twin comprises Wil van der Aalst, Dimitris Bertsimas, Warren Buckler Powell, Susan Athey, Kathleen M. Carley, Michael Mitzenmacher, Andrea Montanari, Alvin E. Roth, Gregory Wornell, Andrea Goldsmith. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s01","pxe-subject-c-s02","pxe-s-aalst","pxe-s-bertsimas","pxe-s-powell","pxe-s-athey","pxe-s-carley","pxe-s-mitzenmacher","pxe-s-goldsmith","pxe-s-montanari","pxe-s-roth","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r29","rationale":"The revised hospital model maps only constrained service allocation, excludes RF metrics and compares the same arrivals/capacity on waiting time and unmet demand. Score 5 reflects the indirect analogy. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r30":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s04","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-haeupler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-devadas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-kalai","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-medard","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r30","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s04","pxe-s-haeupler","pxe-s-calderbank","pxe-s-devadas","pxe-s-kalai","pxe-s-medard","pxe-s-berkeley-directory","pxe-s-tse","pxe-s-mitzenmacher","pxe-s-goldsmith","pxe-s-wornell"],"text":"For Moti Medina, a proposed external capability pool for Self-healing edge networks for intermittent sensing comprises Bernhard Haeupler, Robert Calderbank, Yael Kalai, Muriel Medard, Pierluigi Nuzzo, David Tse, Michael Mitzenmacher, Andrea Goldsmith, Gregory Wornell, Srini Devadas. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s04","pxe-s-haeupler","pxe-s-calderbank","pxe-s-devadas","pxe-s-kalai","pxe-s-medard","pxe-s-berkeley-directory","pxe-s-tse","pxe-s-mitzenmacher","pxe-s-goldsmith","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r30","rationale":"The secure-computation branch now specifies a passive access observer and independent faults, comparing identical computations on correctness and a separately labelled leakage proxy. Score 6 replaces the unsupported high overlap. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r31":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s06","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-erkip","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-medard","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-haeupler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rabaey","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r31","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s06","pxe-s-goldsmith","pxe-s-erkip","pxe-s-calderbank","pxe-s-medard","pxe-s-montanari","pxe-s-wornell","pxe-s-haeupler","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-rabaey"],"text":"For Benjamin M. Zaidel, a proposed external capability pool for Adaptive spectrum sharing for clinical wearables comprises Andrea Goldsmith, Elza Erkip, Robert Calderbank, Muriel Medard, Gregory Wornell, Bernhard Haeupler, Michael Mitzenmacher, Andrea Montanari, David Tse, Jan M. Rabaey. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s06","pxe-s-goldsmith","pxe-s-erkip","pxe-s-calderbank","pxe-s-medard","pxe-s-montanari","pxe-s-wornell","pxe-s-haeupler","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-rabaey"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r31","rationale":"The revised MIMO test names channels, pilots and symbols and compares detection methods on the same realizations and power. Orthogonal access is correctly treated as a separate system comparison. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r32":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s08","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mutlu","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-pachter","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-devadas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rabaey","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r32","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s08","pxe-s-mutlu","pxe-s-pachter","pxe-s-tse","pxe-s-devadas","pxe-s-berkeley-directory","pxe-s-rabaey"],"text":"For Leonid Yavits, a proposed external capability pool for Energy-bounded pathogen surveillance accelerator comprises Onur Mutlu, Lior S. Pachter, David Tse, Borivoje Nikolic, Sophia Shao, Srini Devadas, Pierluigi Nuzzo, Alberto Sangiovanni-Vincentelli, Jan M. Rabaey, Ali Javey. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s08","pxe-s-mutlu","pxe-s-pachter","pxe-s-tse","pxe-s-devadas","pxe-s-berkeley-directory","pxe-s-rabaey"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r32","rationale":"The revised privacy and portable-device branches define host visibility, unchanged classification, acquisition/compute/radio stages and component-to-read-error mappings. Distant device transfer is explicitly low feasibility with a rejection condition. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r33":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s12","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-erkip","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-medard","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-haeupler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rabaey","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r33","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s12","pxe-s-wornell","pxe-s-erkip","pxe-s-goldsmith","pxe-s-medard","pxe-s-montanari","pxe-s-calderbank","pxe-s-haeupler","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-rabaey"],"text":"For Amir Weiss, a proposed external capability pool for Communication-aware multimodal coastal sensing comprises Gregory Wornell, Andrea Montanari, Michael Mitzenmacher, David Tse, Elza Erkip, Andrea Goldsmith, Muriel Medard, Jan M. Rabaey, Robert Calderbank, Bernhard Haeupler. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s12","pxe-s-wornell","pxe-s-erkip","pxe-s-goldsmith","pxe-s-medard","pxe-s-montanari","pxe-s-calderbank","pxe-s-haeupler","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-rabaey"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r33","rationale":"All five revisions use acoustic timing/propagation assumptions and preserve a common localization estimator. Position error and missing fixes accompany communication metrics; coding does not claim to remove sound-speed or clock bias. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r34":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s15","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s16","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-erkip","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-haeupler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-medard","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r34","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s15","pxe-subject-c-s16","pxe-s-goldsmith","pxe-s-erkip","pxe-s-gal","pxe-s-haeupler","pxe-s-medard","pxe-s-montanari","pxe-s-wornell","pxe-s-calderbank","pxe-s-mitzenmacher","pxe-s-tse"],"text":"For Amir Leshem, a proposed external capability pool for Adversarially resilient shared-spectrum learning comprises Andrea Goldsmith, Elza Erkip, Yarin Gal, Andrea Montanari, Gregory Wornell, Michael Mitzenmacher, David Tse, Bernhard Haeupler, Muriel Medard, Robert Calderbank. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s15","pxe-subject-c-s16","pxe-s-goldsmith","pxe-s-erkip","pxe-s-gal","pxe-s-haeupler","pxe-s-medard","pxe-s-montanari","pxe-s-wornell","pxe-s-calderbank","pxe-s-mitzenmacher","pxe-s-tse"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r34","rationale":"The three code/protocol revisions independently vary channel corruption and semantically poisoned updates while fixing the aggregation defense. Message recovery and learning loss are separate outcomes; no coding defense against valid poisoned updates is claimed. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r35":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s17","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s18","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitchell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-brakerski","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atature","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-galli","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-giustino","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vuckovic","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-loncar","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r35","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s17","pxe-subject-c-s18","pxe-s-mitchell","pxe-s-brakerski","pxe-s-calderbank","pxe-s-atature","pxe-s-galli","pxe-s-giustino","pxe-s-vuckovic","pxe-s-wornell","pxe-s-lipson","pxe-s-loncar"],"text":"For Eliahu Cohen, a proposed external capability pool for Quantum-clock correction for ultra-low-field sensing comprises Morgan W. Mitchell, Zvika Brakerski, Robert Calderbank, Mete Atatüre, Giulia Galli, Feliciano Giustino, Jelena Vuckovic, Gregory Wornell, Michal Lipson, Marko Loncar. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s17","pxe-subject-c-s18","pxe-s-mitchell","pxe-s-brakerski","pxe-s-calderbank","pxe-s-atature","pxe-s-galli","pxe-s-giustino","pxe-s-vuckovic","pxe-s-wornell","pxe-s-lipson","pxe-s-loncar"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r35","rationale":"The two new interface tests map device loss, phase drift and conversion noise into the same clock-readout likelihood. They score 4 and reject unjustified device-to-observable transfers; earlier Hamiltonian/error-accounting qualifications remain intact. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r36":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s20","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s21","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ozcan","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-boas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-boyden","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-he","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-quake","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r36","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s20","pxe-subject-c-s21","pxe-s-ozcan","pxe-s-wornell","pxe-s-boas","pxe-s-boyden","pxe-s-berkeley-directory","pxe-s-gal","pxe-s-lipson","pxe-s-he","pxe-s-quake"],"text":"For Zeev Zalevsky, a proposed external capability pool for Passive optical digital twin for low-resource screening comprises Aydogan Ozcan, Gregory Wornell, David Boas, Yarin Gal, Michal Lipson, Ed Boyden, Rikky Muller, Jun-Chau Chien, Stephen Quake, Bin He. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s20","pxe-subject-c-s21","pxe-s-ozcan","pxe-s-wornell","pxe-s-boas","pxe-s-boyden","pxe-s-berkeley-directory","pxe-s-gal","pxe-s-lipson","pxe-s-he","pxe-s-quake"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r36","rationale":"The four revised branches explicitly supply synthetic cells, detector waveforms, capture-bias models or a joint optical/electrical forward model. They no longer obtain samples or electrophysiology from archived optical pixels. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r37":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s23","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s24","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bertsimas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-powell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-aalst","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-athey","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-jackson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-roth","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-carley","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r37","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s23","pxe-subject-c-s24","pxe-s-bertsimas","pxe-s-powell","pxe-s-aalst","pxe-s-athey","pxe-s-jackson","pxe-s-mitzenmacher","pxe-s-roth","pxe-s-carley","pxe-s-montanari","pxe-s-wornell"],"text":"For Ilan Reuven Cohen, a proposed external capability pool for Auditable dynamic allocation for scarce public services comprises Dimitris Bertsimas, Warren Buckler Powell, Wil van der Aalst, Matthew O. Jackson, Michael Mitzenmacher, Alvin E. Roth, Andrea Montanari, Gregory Wornell, Susan Athey, Kathleen M. Carley. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s23","pxe-subject-c-s24","pxe-s-bertsimas","pxe-s-powell","pxe-s-aalst","pxe-s-athey","pxe-s-jackson","pxe-s-mitzenmacher","pxe-s-roth","pxe-s-carley","pxe-s-montanari","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r37","rationale":"The causal allocation intervention and temporal resource-use graph now define assignment, cost outcomes and planted coordination failures. Policy performance and estimator/detector validation are kept distinct. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r38":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s27","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldwasser","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-dodis","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-kalai","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vaikuntanathan","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-boneh","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-brakerski","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-devadas","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lysyanskaya","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-micali","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rivest","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r38","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s27","pxe-s-goldwasser","pxe-s-dodis","pxe-s-kalai","pxe-s-vaikuntanathan","pxe-s-boneh","pxe-s-brakerski","pxe-s-devadas","pxe-s-lysyanskaya","pxe-s-micali","pxe-s-rivest"],"text":"For Mor Weiss, a proposed external capability pool for Leakage-resilient proofs for privacy-preserving AI audits comprises Yevgeniy Dodis, Yael Kalai, Shafi Goldwasser, Dan Boneh, Zvika Brakerski, Srini Devadas, Anna Lysyanskaya, Silvio Micali, Ronald L. Rivest, Vinod Vaikuntanathan. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s27","pxe-s-goldwasser","pxe-s-dodis","pxe-s-kalai","pxe-s-vaikuntanathan","pxe-s-boneh","pxe-s-brakerski","pxe-s-devadas","pxe-s-lysyanskaya","pxe-s-micali","pxe-s-rivest"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r38","rationale":"Goldwasser's first step now fixes a toy audit statement, verifier view and permitted leakage, with proof obligations before selecting a primitive. New proofs and optimization are deferred; feasibility and original rank are reduced with an explicit explanation. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r39":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s31","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s32","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-uhler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bronstein","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-gal","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-chen","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-pachter","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-satija","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-teichmann","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r39","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s31","pxe-subject-c-s32","pxe-s-uhler","pxe-s-bronstein","pxe-s-gal","pxe-s-montanari","pxe-s-wornell","pxe-s-chen","pxe-s-pachter","pxe-s-satija","pxe-s-berkeley-directory","pxe-s-teichmann"],"text":"For Yoli Shavit, a proposed external capability pool for Calibrated multimodal models for genotype-to-phenotype hypothesis generation comprises Caroline Uhler, Michael Bronstein, Yarin Gal, Andrea Montanari, Gregory Wornell, Rahul Satija, Karthik Shekhar, Sarah Teichmann, Fei Chen, Lior S. Pachter. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s31","pxe-subject-c-s32","pxe-s-uhler","pxe-s-bronstein","pxe-s-gal","pxe-s-montanari","pxe-s-wornell","pxe-s-chen","pxe-s-pachter","pxe-s-satija","pxe-s-berkeley-directory","pxe-s-teichmann"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r39","rationale":"The three biology branches require cell-level modalities, spatial coordinates or raw reads and provide labelled synthetic alternatives. They retain the announced-lab limitation and do not infer operational or experimental capacity. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r40":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s34","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s35","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-goldsmith","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-erkip","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-medard","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-montanari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-wornell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-calderbank","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-haeupler","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitzenmacher","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-tse","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rabaey","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r40","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s34","pxe-subject-c-s35","pxe-s-goldsmith","pxe-s-erkip","pxe-s-medard","pxe-s-montanari","pxe-s-wornell","pxe-s-calderbank","pxe-s-haeupler","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-rabaey"],"text":"For Yair Noam, a proposed external capability pool for Hybrid satellite-terrestrial interference map for disaster communications comprises Andrea Goldsmith, Elza Erkip, Muriel Medard, Andrea Montanari, Gregory Wornell, Michael Mitzenmacher, David Tse, Jan M. Rabaey, Robert Calderbank, Bernhard Haeupler. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s34","pxe-subject-c-s35","pxe-s-goldsmith","pxe-s-erkip","pxe-s-medard","pxe-s-montanari","pxe-s-wornell","pxe-s-calderbank","pxe-s-haeupler","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-rabaey"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r40","rationale":"The revised codes/protocols protect explicit interference-power reports and feed one map estimator/allocator. Map RMSE and decision loss are measured separately from transport correctness and model bias. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r41":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s36","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s37","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-giustino","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-galli","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-ceder","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-persson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atwater","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-bronstein","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-marzari","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atature","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vuckovic","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-rupp","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r41","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s36","pxe-subject-c-s37","pxe-s-giustino","pxe-s-galli","pxe-s-ceder","pxe-s-persson","pxe-s-atwater","pxe-s-bronstein","pxe-s-marzari","pxe-s-atature","pxe-s-vuckovic","pxe-s-rupp"],"text":"For Tamar Goldzak Mizrahi, a proposed external capability pool for Finite-temperature defect atlas for 2D quantum optoelectronics comprises Feliciano Giustino, Giulia Galli, Gerbrand Ceder, Kristin Persson, Harry Atwater, Michael Bronstein, Nicola Marzari, Jennifer Rupp, Jelena Vuckovic, Mete Atatüre. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s36","pxe-subject-c-s37","pxe-s-giustino","pxe-s-galli","pxe-s-ceder","pxe-s-persson","pxe-s-atwater","pxe-s-bronstein","pxe-s-marzari","pxe-s-atature","pxe-s-vuckovic","pxe-s-rupp"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r41","rationale":"The defect-to-cavity/readout mappings now specify transition, dipole and linewidth or optical parameters and reject unavailable transitions. Shared emission/readout outcomes replace comparisons to unrelated electronic-structure controls. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]},"pxe-match-r42":{"assessments":[{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s39","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-subject-c-s40","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-loncar","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-lipson","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-vuckovic","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atwater","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-dudley","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-galli","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-giustino","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-mitchell","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-berkeley-directory","stance":"supports"},{"directness":"inferential","fit":2,"rationale":"The source anchors one endpoint of the proposed capability transfer. It does not observe the joint test, prove its benefit, or establish partner capacity/willingness; subject identity/role limitations remain binding.","source_id":"pxe-s-atature","stance":"supports"}],"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","id":"pxe-match-r42","opposing_source_ids":[],"supporting_source_ids":["pxe-subject-c-s39","pxe-subject-c-s40","pxe-s-loncar","pxe-s-lipson","pxe-s-vuckovic","pxe-s-atwater","pxe-s-dudley","pxe-s-galli","pxe-s-giustino","pxe-s-mitchell","pxe-s-berkeley-directory","pxe-s-atature"],"text":"For Boris Desiatov, a proposed external capability pool for Wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy comprises Marko Loncar, Michal Lipson, Jelena Vuckovic, Harry Atwater, John Dudley, Giulia Galli, Feliciano Giustino, Ming Wu, Mete Atatüre, Morgan W. Mitchell. Individual first tests and ordinal component scores are analyst inferences, not existing relationships or predicted success probabilities. The current rows specify their own inputs, controls and conditional interfaces; synthetic or computational first stages do not establish real-world benefit.","uncertainty":"Low forecast confidence. Independent review pending. Institutional self-descriptions establish bounded capability evidence only. Prospective availability, resources, actual data and the value of the proposed connection are unverified. Row-level semantic revisions require independent targeted re-review; previous match-review bindings do not approve changed payloads.","verifiers":[{"agent":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["pxe-subject-c-s39","pxe-subject-c-s40","pxe-s-loncar","pxe-s-lipson","pxe-s-vuckovic","pxe-s-atwater","pxe-s-dudley","pxe-s-galli","pxe-s-giustino","pxe-s-mitchell","pxe-s-berkeley-directory","pxe-s-atature"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r42","rationale":"Both revised distant branches specify spectral, linewidth, phase/noise and photon-budget compatibility with the lithium-niobate array. Score 4 and rejection conditions preserve their conditional status. Independently rechecked revised method, required inputs, comparator, observable, score components and conditional roles. Supports this explicit analyst-hypothesis pool, not a relationship or forecast probability. Source evidence, identity and real-world feasibility limitations remain; no experiment was executed.","verdict":"supports"}]}},"expansion":{"acceptance":{"content_sha256":"2b19d6c2d08ad555eb5fc1c3bd1b771451c6c7d43b49308e1e3f6a2b9204d87b","review_sha256":"14815e3bf4fb24052903f7e660d1666c06f8c01ae2afc54dc1f4fd5a01bd945b","scope":"Coordinator accepts the independently reviewed additive snapshot under the user request. Actual distinct authors and reviewers, exact patent record bindings, retained source access limitations and conditional proposal judgments are recorded in the content review. Coverage remains partial; fit is not a probability or confirmed relationship. This acceptance does not certify source truth, exhaustive worldwide portfolios, legal status, endorsement or deployment.","status":"accepted"},"candidates":[{"capabilities":["low-power integrated circuits","wireless sensor systems","biomedical interfaces"],"id":"ex-rabaey","institution":"University of California, Berkeley","name":"Jan M. Rabaey","source_ids":["a-s04","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["aging signatures","single-cell aging clocks","longevity multi-omics"],"id":"ex-gladyshev","institution":"Harvard Medical School and Brigham and Women's Hospital","name":"Vadim Gladyshev","source_ids":["a-s07","pxe-s-gladyshev"],"url":"https://ogephd.hms.harvard.edu/people/vadim-gladyshev"},{"capabilities":["neural regeneration","conducting polymers","natural biomaterial scaffolds"],"id":"ex-schmidt","institution":"University of Florida","name":"Christine Schmidt","source_ids":["a-s11","pxe-s-schmidt"],"url":"https://bme.ufl.edu/people/faculty/name/christine-schmidt/"},{"capabilities":["adaptive bioinspired surfaces","surface chemistry","nanofabrication"],"id":"ex-aizenberg","institution":"Harvard University","name":"Joanna Aizenberg","source_ids":["a-s15","pxe-s-aizenberg"],"url":"https://aizenberglab.seas.harvard.edu/people/joanna-aizenberg"},{"capabilities":["computational education","learning evaluation","coding-learning platforms"],"id":"ex-piech","institution":"Stanford University","name":"Chris Piech","source_ids":["a-s18","pxe-s-piech"],"url":"https://ed.stanford.edu/about/community/christopher-piech"},{"capabilities":["wireless communications","information theory","signal processing"],"id":"ex-goldsmith","institution":"Stony Brook University","name":"Andrea Goldsmith","source_ids":["a-s21","c-s07","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"capabilities":["AI and productivity","organizational change","workforce economics"],"id":"ex-brynjolfsson","institution":"Stanford University","name":"Erik Brynjolfsson","source_ids":["a-s24","pxe-s-brynjolfsson"],"url":"https://digitaleconomy.stanford.edu/person/erik-brynjolfsson/"},{"capabilities":["spin-photon interfaces","quantum sensors","quantum materials"],"id":"ex-atature","institution":"University of Cambridge","name":"Mete Atatüre","source_ids":["a-s27","pxe-s-atature"],"url":"https://www.quantum.cam.ac.uk/mete-atature"},{"capabilities":["non-invasive brain-computer interfaces","electrophysiological imaging","neuromodulation"],"id":"ex-he","institution":"Carnegie Mellon University","name":"Bin He","source_ids":["a-s30","pxe-s-he"],"url":"https://www.cmu.edu/bme/helab/People/faculty/bhe.html"},{"capabilities":["solid-state electrolytes","ceramic processing","energy and information materials"],"id":"ex-rupp","institution":"Technical University of Munich","name":"Jennifer Rupp","source_ids":["a-s33","pxe-s-rupp"],"url":"https://www.nat.tum.de/nat/aktuelles/chemie/article/prof-rupp-als-mitglied-der-leopoldina-aufgenommen/"},{"capabilities":["nonlinear optics","ultrafast optics","machine learning for optical experiments"],"id":"ex-dudley","institution":"Université de Franche-Comté and FEMTO-ST","name":"John Dudley","source_ids":["a-s36","pxe-s-dudley"],"url":"https://www.femto-st.fr/en/The-institute/news/john-dudley-appointed-senior-member-institut-universitaire-de-france"},{"capabilities":["integrated nanophotonics","on-chip modulation","nonlinear photonics"],"id":"ex-lipson","institution":"Columbia University","name":"Michal Lipson","source_ids":["a-s40","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"capabilities":["neurophotonics","functional near-infrared spectroscopy","neurovascular coupling"],"id":"ex-boas","institution":"Boston University","name":"David Boas","source_ids":["a-s44","pxe-s-boas"],"url":"https://www.bu.edu/eng/profile/david-boas-ph-d/"},{"capabilities":["single-molecule detection","biomarker assays","diagnostic instrumentation"],"id":"ex-walt","institution":"Harvard University and the Wyss Institute","name":"David Walt","source_ids":["a-s49","pxe-s-walt"],"url":"https://wyss.harvard.edu/team/core-faculty/david-walt/"},{"capabilities":["integrated quantum photonics","cavity QED","inverse photonic design"],"id":"ex-vuckovic","institution":"Stanford University","name":"Jelena Vuckovic","source_ids":["b-s03","pxe-s-vuckovic"],"url":"https://stanford.edu/~jela/"},{"capabilities":["layer-by-layer nanoparticles","staged drug delivery","polymer surface design"],"id":"ex-hammond","institution":"Massachusetts Institute of Technology","name":"Paula Hammond","source_ids":["b-s07","pxe-s-hammond"],"url":"https://ki.mit.edu/people/faculty/paula-hammond"},{"capabilities":["interactive coding","distributed algorithms","reliable computation"],"id":"ex-haeupler","institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","source_ids":["b-s10","pxe-s-haeupler"],"url":"https://people.inf.ethz.ch/haeuplb/"},{"capabilities":["spatial genomics","in-situ sequencing","microscopy"],"id":"ex-chen","institution":"Broad Institute of MIT and Harvard","name":"Fei Chen","source_ids":["b-s14","pxe-s-chen"],"url":"https://www.broadinstitute.org/bios/fei-chen"},{"capabilities":["dynamic network analysis","social cybersecurity","organizational simulation"],"id":"ex-carley","institution":"Carnegie Mellon University","name":"Kathleen M. Carley","source_ids":["b-s17","pxe-s-carley"],"url":"https://www.cmu.edu/casos-center/people/carley.html"},{"capabilities":["metasurfaces","two-dimensional materials","light-matter interactions"],"id":"ex-atwater","institution":"California Institute of Technology","name":"Harry Atwater","source_ids":["b-s20","pxe-s-atwater"],"url":"https://atwater.caltech.edu/team-member/harry-atwater"},{"capabilities":["human cell atlases","cellular diversity","developmental and immune tissue architecture"],"id":"ex-teichmann","institution":"University of Cambridge","name":"Sarah Teichmann","source_ids":["b-s23","pxe-s-teichmann"],"url":"https://www.stemcells.cam.ac.uk/people/sarah-teichmann"},{"capabilities":["geometric deep learning","graph neural networks","protein design"],"id":"ex-bronstein","institution":"University of Oxford","name":"Michael Bronstein","source_ids":["b-s25","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"capabilities":["Bayesian deep learning","uncertainty estimation","robustness"],"id":"ex-gal","institution":"University of Oxford","name":"Yarin Gal","source_ids":["b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"capabilities":["sequential decision analytics","optimization under uncertainty"],"id":"ex-powell","institution":"Princeton University","name":"Warren Buckler Powell","source_ids":["b-s32","pxe-s-powell"],"url":"https://dof.princeton.edu/people/warren-buckler-powell"},{"capabilities":["optimization","machine learning","healthcare analytics"],"id":"ex-bertsimas","institution":"Massachusetts Institute of Technology","name":"Dimitris Bertsimas","source_ids":["b-s37","pxe-s-bertsimas"],"url":"https://mitsloan.mit.edu/faculty/directory/dimitris-bertsimas"},{"capabilities":["network coding","reliable communication","decoding"],"id":"ex-medard","institution":"Massachusetts Institute of Technology","name":"Muriel Medard","source_ids":["b-s39","pxe-s-medard"],"url":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard"},{"capabilities":["memory systems","processing-in-memory","genome-analysis acceleration"],"id":"ex-mutlu","institution":"ETH Zurich","name":"Onur Mutlu","source_ids":["b-s43","c-s11","pxe-s-mutlu"],"url":"https://people.inf.ethz.ch/omutlu/"},{"capabilities":["natural-language processing","long-context understanding","language generation"],"id":"ex-lapata","institution":"University of Edinburgh","name":"Mirella Lapata","source_ids":["b-s47","pxe-s-lapata"],"url":"https://www.research.ed.ac.uk/en/persons/mirella-lapata/"},{"capabilities":["process mining","workflow conformance","process simulation"],"id":"ex-aalst","institution":"RWTH Aachen University","name":"Wil van der Aalst","source_ids":["c-s03","pxe-s-aalst"],"url":"https://www.vdaalst.rwth-aachen.de/"},{"capabilities":["algorithms and theory","systems and networks","data science"],"id":"ex-mitzenmacher","institution":"Harvard University","name":"Michael Mitzenmacher","source_ids":["c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"capabilities":["signal processing","statistical inference","information and sensing architectures"],"id":"ex-wornell","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","source_ids":["c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"capabilities":["atomic quantum optics","quantum sensing","ultra-low-field magnetic resonance"],"id":"ex-mitchell","institution":"ICFO - The Institute of Photonic Sciences","name":"Morgan W. Mitchell","source_ids":["c-s19","pxe-s-mitchell"],"url":"https://www.icfo.eu/about-icfo/people/directory/?id=11"},{"capabilities":["computational imaging","microscopy","biosensing"],"id":"ex-ozcan","institution":"University of California, Los Angeles","name":"Aydogan Ozcan","source_ids":["c-s22","pxe-s-ozcan"],"url":"https://samueli.ucla.edu/people/aydogan-ozcan/"},{"capabilities":["market design","matching","experimental economics"],"id":"ex-roth","institution":"Stanford University","name":"Alvin E. Roth","source_ids":["c-s26","pxe-s-roth"],"url":"https://www.economics.harvard.edu/people/alvin-roth"},{"capabilities":["cryptography","proof systems","computational complexity"],"id":"ex-goldwasser","institution":"Massachusetts Institute of Technology","name":"Shafi Goldwasser","source_ids":["c-s30","pxe-s-goldwasser"],"url":"https://www.csail.mit.edu/person/shafi-goldwasser"},{"capabilities":["causal inference","generative modelling","computational genomics"],"id":"ex-uhler","institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","source_ids":["c-s33","pxe-s-uhler"],"url":"https://jclinic.mit.edu/team-member/caroline-uhler/"},{"capabilities":["electronic structure","electron-phonon interactions","computational quantum materials"],"id":"ex-giustino","institution":"The University of Texas at Austin","name":"Feliciano Giustino","source_ids":["c-s38","pxe-s-giustino"],"url":"https://physics.utexas.edu/directory/feliciano-giustino"},{"capabilities":["nanoscale optics","quantum engineering","integrated photonics"],"id":"ex-loncar","institution":"Harvard University","name":"Marko Loncar","source_ids":["c-s41","pxe-s-loncar"],"url":"https://seas.harvard.edu/person/marko-loncar"},{"capabilities":["digital integrated circuits","VLSI implementation of communications","signal-processing systems"],"id":"ex-nikolic","institution":"University of California, Berkeley","name":"Borivoje Nikolic","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["computer architecture","integrated circuits"],"id":"ex-shao","institution":"University of California, Berkeley","name":"Sophia Shao","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["integrated circuits","biosystems","microelectromechanical systems"],"id":"ex-muller","institution":"University of California, Berkeley","name":"Rikky Muller","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["cyber-physical systems","design automation","security"],"id":"ex-nuzzo","institution":"University of California, Berkeley","name":"Pierluigi Nuzzo","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["embedded system design","control","electronic design systems"],"id":"ex-sangiovanni","institution":"University of California, Berkeley","name":"Alberto Sangiovanni-Vincentelli","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["silicon photonics","photonic integrated circuits","three-dimensional sensing"],"id":"ex-wu","institution":"University of California, Berkeley","name":"Ming Wu","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["microelectromechanical sensors","timing and frequency control","RF communications"],"id":"ex-nguyen","institution":"University of California, Berkeley","name":"Clark Nguyen","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["biosensors","microfluidics","mixed-signal circuits"],"id":"ex-chien","institution":"University of California, Berkeley","name":"Jun-Chau Chien","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["computational biology and genomics","neuroscience","biophysics"],"id":"ex-shekhar","institution":"University of California, Berkeley","name":"Karthik Shekhar","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["low-power electronics","flexible electronics and sensors","nanofabrication"],"id":"ex-javey","institution":"University of California, Berkeley","name":"Ali Javey","source_ids":["pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"capabilities":["cryptography","cryptographic system design"],"id":"ex-vaikuntanathan","institution":"Massachusetts Institute of Technology","name":"Vinod Vaikuntanathan","source_ids":["pxe-s-vaikuntanathan"],"url":"https://people.csail.mit.edu/vinodv/"},{"capabilities":["zero-knowledge proofs","verification of computation","fault-tolerant interactive protocols"],"id":"ex-kalai","institution":"Massachusetts Institute of Technology","name":"Yael Kalai","source_ids":["pxe-s-kalai"],"url":"https://www.csail.mit.edu/person/yael-kalai"},{"capabilities":["applied cryptography","computer security"],"id":"ex-boneh","institution":"Stanford University","name":"Dan Boneh","source_ids":["pxe-s-boneh"],"url":"https://crypto.stanford.edu/~dabo/"},{"capabilities":["privacy-enhancing cryptography","cryptographic foundations"],"id":"ex-lysyanskaya","institution":"Brown University","name":"Anna Lysyanskaya","source_ids":["pxe-s-lysyanskaya"],"url":"https://cs.brown.edu/people/alysyans/"},{"capabilities":["leakage-resilient cryptography","randomness extraction","information-theoretic cryptography"],"id":"ex-dodis","institution":"New York University","name":"Yevgeniy Dodis","source_ids":["pxe-s-dodis"],"url":"https://cs.nyu.edu/~dodis/"},{"capabilities":["fully homomorphic encryption","quantum cryptography","quantum error mitigation"],"id":"ex-brakerski","institution":"Weizmann Institute of Science","name":"Zvika Brakerski","source_ids":["pxe-s-brakerski"],"url":"https://zvikab.bitbucket.io/"},{"capabilities":["cryptography","computer and network security","voting security"],"id":"ex-rivest","institution":"Massachusetts Institute of Technology","name":"Ronald L. Rivest","source_ids":["pxe-s-rivest"],"url":"https://people.csail.mit.edu/rivest/"},{"capabilities":["cryptography","secure protocols"],"id":"ex-micali","institution":"Massachusetts Institute of Technology","name":"Silvio Micali","source_ids":["pxe-s-micali"],"url":"https://people.csail.mit.edu/silvio/index.htm"},{"capabilities":["secure computer architecture","homomorphic-encryption accelerators","zero-knowledge-proof acceleration"],"id":"ex-devadas","institution":"Massachusetts Institute of Technology","name":"Srini Devadas","source_ids":["pxe-s-devadas"],"url":"https://people.csail.mit.edu/devadas/"},{"capabilities":["cell-responsive biomaterials","mechanobiology","tissue engineering"],"id":"ex-mooney","institution":"Harvard University","name":"David J. Mooney","source_ids":["pxe-s-mooney"],"url":"https://wyss.harvard.edu/team/core-faculty/david-mooney/"},{"capabilities":["functional inks","multi-material three-dimensional printing","vascularized tissue engineering"],"id":"ex-lewis","institution":"Harvard University","name":"Jennifer A. Lewis","source_ids":["pxe-s-lewis"],"url":"https://wyss.harvard.edu/team/core-faculty/jennifer-lewis/"},{"capabilities":["drug delivery","biological barriers","cell-associated therapeutic carriers"],"id":"ex-mitragotri","institution":"Harvard University","name":"Samir Mitragotri","source_ids":["pxe-s-mitragotri"],"url":"https://wyss.harvard.edu/team/core-faculty/samir-mitragotri/"},{"capabilities":["organ chips","mechanobiology","anticoagulant device surfaces"],"id":"ex-ingber","institution":"Harvard University","name":"Donald E. Ingber","source_ids":["pxe-s-ingber"],"url":"https://wyss.harvard.edu/team/core-faculty/donald-ingber/"},{"capabilities":["controlled drug delivery","polymer and lipid materials","tissue engineering"],"id":"ex-langer","institution":"Massachusetts Institute of Technology","name":"Robert S. Langer","source_ids":["pxe-s-langer"],"url":"https://ki.mit.edu/people/faculty/robert-langer"},{"capabilities":["optogenetics","expansion microscopy","multiplexed cellular imaging"],"id":"ex-boyden","institution":"Massachusetts Institute of Technology","name":"Ed Boyden","source_ids":["pxe-s-boyden"],"url":"https://mcgovern.mit.edu/profile/ed-boyden/"},{"capabilities":["solid-state NMR","ionic conduction","operando battery characterization"],"id":"ex-grey","institution":"University of Cambridge","name":"Clare Grey","source_ids":["pxe-s-grey"],"url":"https://www.ch.cam.ac.uk/person/cpg27"},{"capabilities":["computational materials design","thermodynamics and diffusion","energy-storage materials"],"id":"ex-ceder","institution":"University of California, Berkeley","name":"Gerbrand Ceder","source_ids":["pxe-s-ceder"],"url":"https://ceder.berkeley.edu/"},{"capabilities":["atomistic materials modelling","electrolyte discovery","high-throughput materials computation"],"id":"ex-persson","institution":"Lawrence Berkeley National Laboratory","name":"Kristin Persson","source_ids":["pxe-s-persson"],"url":"https://perssongroup.lbl.gov/"},{"capabilities":["electrochemical interfaces","reaction kinetics","energy-storage materials"],"id":"ex-shaohorn","institution":"Massachusetts Institute of Technology","name":"Yang Shao-Horn","source_ids":["pxe-s-shaohorn"],"url":"https://chemistry.mit.edu/profile/yang-shao-horn/"},{"capabilities":["first-principles materials simulation","electronic structure","sustainable-energy and quantum materials"],"id":"ex-galli","institution":"The University of Chicago and Argonne National Laboratory","name":"Giulia Galli","source_ids":["pxe-s-galli"],"url":"https://galligroup.uchicago.edu/People/galli.php"},{"capabilities":["materials theory","materials simulation"],"id":"ex-marzari","institution":"EPFL","name":"Nicola Marzari","source_ids":["pxe-s-marzari"],"url":"https://people.epfl.ch/nicola.marzari"},{"capabilities":["single-cell genomics","multimodal integration","cell-type annotation"],"id":"ex-satija","institution":"New York Genome Center and New York University","name":"Rahul Satija","source_ids":["pxe-s-satija"],"url":"https://satijalab.org/"},{"capabilities":["single-cell sequencing","RNA biology","high-dimensional genomics analysis"],"id":"ex-pachter","institution":"California Institute of Technology","name":"Lior S. Pachter","source_ids":["pxe-s-pachter"],"url":"https://www.bbe.caltech.edu/people/lior-s-pachter"},{"capabilities":["microfluidic single-cell analysis","DNA sequencing","biological measurement"],"id":"ex-quake","institution":"Stanford University","name":"Stephen Quake","source_ids":["pxe-s-quake"],"url":"https://profiles.stanford.edu/stephen-quake"},{"capabilities":["causal inference and machine learning","adaptive experiments","economics of digitization"],"id":"ex-athey","institution":"Stanford University","name":"Susan Athey","source_ids":["pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"capabilities":["network science and economics","economic modelling"],"id":"ex-jackson","institution":"Stanford University","name":"Matthew O. Jackson","source_ids":["pxe-s-jackson"],"url":"https://web.stanford.edu/~jacksonm/"},{"capabilities":["labor economics","skill demand","technological change"],"id":"ex-autor","institution":"Massachusetts Institute of Technology","name":"David H. Autor","source_ids":["pxe-s-autor"],"url":"https://economics.mit.edu/people/faculty/david-h-autor"},{"capabilities":["technology and labor","economic networks","inequality"],"id":"ex-acemoglu","institution":"Massachusetts Institute of Technology","name":"Daron Acemoglu","source_ids":["pxe-s-acemoglu"],"url":"https://economics.mit.edu/people/faculty/daron-acemoglu"},{"capabilities":["high-dimensional statistics","posterior sampling","learning generalization"],"id":"ex-montanari","institution":"Stanford University","name":"Andrea Montanari","source_ids":["pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"capabilities":["information theory","communication theory","wireless communications"],"id":"ex-erkip","institution":"New York University","name":"Elza Erkip","source_ids":["pxe-s-erkip"],"url":"https://engineering.nyu.edu/faculty/elza-erkip"},{"capabilities":["space-time coding","quantum error correction","information science"],"id":"ex-calderbank","institution":"Duke University","name":"Robert Calderbank","source_ids":["pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"capabilities":["information-theoretic methods","decentralized systems","computational genomics"],"id":"ex-tse","institution":"Stanford University","name":"David Tse","source_ids":["pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"capabilities":["natural-language inference","summarization","information retrieval"],"id":"ex-manning","institution":"Stanford University","name":"Christopher Manning","source_ids":["pxe-s-manning"],"url":"https://nlp.stanford.edu/~manning/"},{"capabilities":["natural-language processing","language and society","semantic alignment"],"id":"ex-jurafsky","institution":"Stanford University","name":"Dan Jurafsky","source_ids":["pxe-s-jurafsky"],"url":"https://web.stanford.edu/~jurafsky/"},{"capabilities":["liquid-infused slippery surfaces","interfacial phenomena","micro- and nanomanufacturing"],"id":"ex-wong","institution":"The Pennsylvania State University","name":"Tak-Sing Wong","source_ids":["pxe-s-wong"],"url":"https://www.matse.psu.edu/directory/tak-sing-wong"},{"capabilities":["wetting and adhesion","stable self-cleaning coatings","surface characterization"],"id":"ex-vollmer","institution":"Max Planck Institute for Polymer Research","name":"Doris Vollmer","source_ids":["pxe-s-vollmer"],"url":"https://www.mpip-mainz.mpg.de/en/butt/groups/vollmer"}],"packet_index":[{"claim_ids":["pxa-c-r01-US11309008B2","pxa-c-r01-US11127455B2","pxa-c-r01-US10991421B2","pxa-c-r01-US10811073B2","pxa-c-r01-US10803920B2","pxa-c-r01-US10497410B2","pxa-c-r01-US8773895B2","pxa-c-r01-US8531873B2","pxa-c-r01-US11556145B2","pxa-c-r01-US12498854B2","pxa-c-r01-US20260105952A1","pxa-c-r04-WO2022207703A1","pxa-c-r04-US20240402165A1","pxa-c-r06-US7613171B2","pxa-c-r06-US7239675B2","pxa-c-r06-US7193965B1","pxa-c-r06-US6928123B2","pxa-c-r06-US6990082B1","pxa-c-r06-US6928266B1","pxa-c-r06-US6894988B1","pxa-c-r06-US6745018B1","pxa-c-r06-US6600726B1","pxa-c-r06-US20030054755A1","pxa-c-r06-US6496543B1","pxa-c-r06-US6005855A","pxa-c-r06-US6118826A","pxa-c-r06-US8538322B1","pxa-c-r08-US12269977B2","pxa-c-r11-US20130010295A1","pxa-c-r11-US20240044705A1","pxa-c-r13-US11737677B2","pxa-c-r13-US11406294B2","pxa-c-r13-US10724846B2","pxa-c-r13-US10595755B2","pxa-c-r13-US10398314B2","pxa-c-r13-US10856739B2","pxa-c-r14-US20230257832A1","pxa-c-r14-US20240219302A1","pxa-c-r14-WO2018185672A1","pxa-c-r01-US9691445B2","pxa-c-r01-US10002660B2","pxa-c-r03-US11623025B2"],"packet_id":"pxa-packet-001","schema_version":"1","source_ids":["pxa-s-US11309008B2","pxa-s-US11127455B2","pxa-s-US10991421B2","pxa-s-US10811073B2","pxa-s-US10803920B2","pxa-s-US10497410B2","pxa-s-US8773895B2","pxa-s-US8531873B2","pxa-s-US11556145B2","pxa-s-US12498854B2","pxa-s-US20260105952A1","pxa-s-US7613171B2","pxa-s-US7239675B2","pxa-s-US7193965B1","pxa-s-US6990082B2","pxa-s-US6928123B2","pxa-s-US6928266B2","pxa-s-US6990082B1","pxa-s-US6928266B1","pxa-s-US6894988B1","pxa-s-US6745018B1","pxa-s-US6600726B1","pxa-s-US20030054755A1","pxa-s-US6496543B1","pxa-s-US6005855A","pxa-s-US6118826A","pxa-s-US11737677B2","pxa-s-US11406294B2","pxa-s-US10724846B2","pxa-s-US10595755B2","pxa-s-US10398314B2","pxa-s-US9668672B2","pxa-s-US9636041B2","pxa-s-US10856739B2","pxa-s-US20230257832A1","pxa-s-US20240219302A1","pxa-s-WO2018185672A1","pxa-s-US11275083B2","pxa-s-US12269977B2","pxa-s-US20130010295A1","pxa-s-US20240044705A1","pxa-s-WO2022207703A1","pxa-s-US20150098697A1","pxa-s-US11083907B2","pxa-s-US20240402165A1","pxa-s-US8538322B2","pxa-s-US8538322B1","pxa-s-teman-index","pxa-s-zehavi-index","pxa-s-zehavi-bio","pxa-s-panfil-bio","pxa-s-tesler-bio","pxa-s-orr-bio","pxa-s-simonovsky-bio","pxa-s-chalutz-bio","pxa-s-erez-bio","pxa-s-sadia-bio","pxa-s-tesler-fau","pxa-s-fridman-bio","pxa-s-fridman-interstitial","pxa-s-index-adam-teman","pxa-s-index-ephraim-zehavi","pxa-s-index-nisim-nisan-ozana","pxa-s-index-amos-danielli","pxa-s-danielli-cv","pxa-s-US9691445B2","pxa-s-US10002660B2","pxa-s-US11623025B2"],"status":"final"},{"claim_ids":["pxb-c-r16-US20260091125A1","pxb-c-r16-US12226496B2","pxb-c-r16-US20240345080A1","pxb-c-r16-US20240293561A1","pxb-c-r16-US10478132B2","pxb-c-r16-US10421785B2","pxb-c-r16-US8268577B2","pxb-c-r18-US11180804B2","pxb-c-r18-US10995361B2","pxb-c-r21-US9850483B2","pxb-c-r19-US11323334B2","pxb-c-r20-US20250020950A1","pxb-c-r22-US10474908B2","pxb-c-r22-US20250087217A1","pxb-c-r24-US11334799B2","pxb-c-r24-US20190073620A1","pxb-c-r23-US20220231785A1","pxb-c-r23-US9122955B2","pxb-c-r23-US7606801B2","pxb-c-r23-US6195638B1","pxb-c-r23-US6201541B1","pxb-c-r23-US6023529A","pxb-c-r23-US5809465A","pxb-c-r23-US20020157058A1","pxb-c-r23-US20020146074A1","pxb-c-r23-US20020144209A1","pxb-c-r27-US11586778B2","pxb-c-r27-US11321460B2","pxb-c-r27-US11127455B2","pxb-c-r27-US11023632B2","pxb-c-r27-US10991421B2","pxb-c-r27-US10951391B2","pxb-c-r27-US10521530B2","pxb-c-r27-US10497410B2","pxb-c-r27-US20190187957A1","pxb-c-r27-US10002660B2","pxb-c-r27-US10169617B2","pxb-c-r27-US9430598B2","pxb-c-r27-US20150253502A1","pxb-c-r27-US8773895B2","pxb-c-r27-US8531873B2","pxb-c-r27-US8280098B2","pxb-c-r27-US8188767B2","pxb-c-r27-US8161427B2","pxb-c-r27-US7990451B2","pxb-c-r27-US20090094570A1","pxb-c-r18-US10364457B2","pxb-c-r18-US10526649B2"],"packet_id":"pxb-packet-001","schema_version":"1","source_ids":["pxb-s001","pxb-s002","pxb-s003","pxb-s004","pxb-s005","pxb-s006","pxb-s007","pxb-s008","pxb-s009","pxb-s010","pxb-s011","pxb-s012","pxb-s013","pxb-s014","pxb-s015","pxb-s016","pxb-s017","pxb-s018","pxb-s019","pxb-s020","pxb-s021","pxb-s022","pxb-s023","pxb-s024","pxb-s025","pxb-s026","pxb-s027","pxb-s028","pxb-s029","pxb-s030","pxb-s031","pxb-s032","pxb-s033","pxb-s034","pxb-s035","pxb-s036","pxb-s037","pxb-s038","pxb-s039","pxb-s040","pxb-s041","pxb-s042","pxb-s043","pxb-s044","pxb-s045","pxb-s046","pxb-s047","pxb-s048","pxb-s049","pxb-s050","pxb-s051","pxb-s052","pxb-gold-cv","pxb-kalisky-list","pxb-lewi-list","pxb-fish-list","pxb-fish-bio","pxb-singer-bio","pxb-somin-bio","pxb-fetaya-bio","pxb-alon-cv","pxb-deferred-r28","pxb-deferred-r19","pxb-deferred-r22","pxb-deferred-r23"],"status":"final"},{"claim_ids":["pxc-c-r30-US11520370B2","pxc-c-r30-US10411720B2","pxc-c-r32-US10996959B2","pxc-c-r32-US9247263B2","pxc-c-r32-US8270479B2","pxc-c-r32-US20090235312A1","pxc-c-r32-US20090210155A1","pxc-c-r32-US20090055005A1","pxc-c-r32-US20080260033A1","pxc-c-r32-US20080263621A1","pxc-c-r32-US20080240093A1","pxc-c-r32-US20080240230A1","pxc-c-r32-US20080174694A1","pxc-c-r32-US20080120675A1","pxc-c-r32-US20080120676A1","pxc-c-r32-US6385244B1","pxc-c-r34-US7636406B2","pxc-c-r34-US7609789B2","pxc-c-r34-US20110142181A1","pxc-c-r34-WO2018198118A1","pxc-c-r35-US20250373340A1","pxc-c-r35-US20250365149A1","pxc-c-r35-US20240296361A1","pxc-c-r35-US20240288595A1","pxc-c-r35-US20240232672A1","pxc-c-r35-US20240195834A1","pxc-c-r39-US12499303B2","pxc-c-r39-US20260050507A1","pxc-c-r39-US20250335761A1","pxc-c-r39-US20250335762A1","pxc-c-r39-US20250335549A1","pxc-c-r40-US9344162B2","pxc-c-r40-US10389411B2","pxc-c-r40-US20210027857A1","pxc-c-r42-WO2015151110A2","pxc-c-r36-US11838104B2","pxc-c-r36-US12171692B2","pxc-c-r36-US12519918B2","pxc-c-r36-US12536611B2"],"packet_id":"pxc-patents-c-001","schema_version":"1","source_ids":["pxc-s-medina-index","pxc-s-leshem-cv","pxc-s-yavits-bio","pxc-s-noam-index","pxc-s-yoli-nvidia","pxc-s-yoli-biu","pxc-s-izack-bio","pxc-s-zaidel-bio","pxc-s-ilan-bio","pxc-s-tamar-bio","pxc-s-amir-bio","pxc-s-mor-index","pxc-s-US7636406B2","pxc-s-US7609789B2","pxc-s-US20090257581A1","pxc-s-US20110142181A1","pxc-s-WO2015151110A2","pxc-s-US11520370B2","pxc-s-US9344162B2","pxc-s-US10389411B2","pxc-s-US20210027857A1","pxc-s-WO2018198118A1","pxc-s-US20250373340A1","pxc-s-US20250365149A1","pxc-s-US20240296361A1","pxc-s-US20240288595A1","pxc-s-US20240232672A1","pxc-s-US20240195834A1","pxc-s-US12499303B2","pxc-s-US20260064938A1","pxc-s-US20260050507A1","pxc-s-US20260050506A1","pxc-s-US20250335761A1","pxc-s-US20250335762A1","pxc-s-US20250335549A1","pxc-s-US10996959B2","pxc-s-US9247263B2","pxc-s-US8270479B2","pxc-s-US20090235312A1","pxc-s-US20090210155A1","pxc-s-US20090055005A1","pxc-s-US20080260033A1","pxc-s-US20080263621A1","pxc-s-US20080240093A1","pxc-s-US20080240230A1","pxc-s-US20080174694A1","pxc-s-US20080120675A1","pxc-s-US20080120676A1","pxc-s-US6385244B1","pxc-s-US6757329B2","pxc-s-US11838104B2","pxc-s-US12171692B2","pxc-s-US12519918B2","pxc-s-US12536611B2","pxc-s-US10411720B2"],"status":"final"},{"claim_ids":["pxc-c-r36-cv-001","pxc-c-r36-cv-002","pxc-c-r36-cv-003","pxc-c-r36-cv-004","pxc-c-r36-cv-005","pxc-c-r36-cv-006","pxc-c-r36-cv-007","pxc-c-r36-cv-008","pxc-c-r36-cv-009","pxc-c-r36-cv-010","pxc-c-r36-cv-011","pxc-c-r36-cv-012","pxc-c-r36-cv-013","pxc-c-r36-cv-014","pxc-c-r36-cv-015","pxc-c-r36-cv-016","pxc-c-r36-cv-017","pxc-c-r36-cv-018","pxc-c-r36-cv-019","pxc-c-r36-cv-020","pxc-c-r36-cv-021","pxc-c-r36-cv-022","pxc-c-r36-cv-023","pxc-c-r36-cv-024","pxc-c-r36-cv-025","pxc-c-r36-cv-026","pxc-c-r36-cv-027","pxc-c-r36-cv-028","pxc-c-r36-cv-029","pxc-c-r36-cv-030","pxc-c-r36-cv-031","pxc-c-r36-cv-032","pxc-c-r36-cv-033","pxc-c-r36-cv-034","pxc-c-r36-cv-035","pxc-c-r36-cv-036","pxc-c-r36-cv-037","pxc-c-r36-cv-038","pxc-c-r36-cv-039","pxc-c-r36-cv-040","pxc-c-r36-cv-041","pxc-c-r36-cv-042","pxc-c-r36-cv-043","pxc-c-r36-cv-044","pxc-c-r36-cv-045","pxc-c-r36-cv-046","pxc-c-r36-cv-047","pxc-c-r36-cv-048","pxc-c-r36-cv-049","pxc-c-r36-cv-050","pxc-c-r36-cv-051","pxc-c-r36-cv-052","pxc-c-r36-cv-053","pxc-c-r36-cv-054","pxc-c-r36-cv-055","pxc-c-r36-cv-056","pxc-c-r36-cv-057","pxc-c-r36-cv-058","pxc-c-r36-cv-059","pxc-c-r36-cv-060","pxc-c-r36-cv-061","pxc-c-r36-cv-062","pxc-c-r36-cv-063","pxc-c-r36-cv-064","pxc-c-r36-cv-065","pxc-c-r36-cv-066","pxc-c-r36-cv-067","pxc-c-r36-cv-068","pxc-c-r36-cv-069","pxc-c-r36-cv-070","pxc-c-r36-cv-071","pxc-c-r36-cv-072","pxc-c-r36-cv-073","pxc-c-r36-cv-074","pxc-c-r36-cv-075","pxc-c-r36-cv-076"],"packet_id":"pxc-patents-c-002","schema_version":"1","source_ids":["pxc-s-US10608002B2","pxc-s-US12547018B2","pxc-s-US12313916B2","pxc-s-US6166833A","pxc-s-cv-001","pxc-s-cv-002","pxc-s-cv-003","pxc-s-cv-004","pxc-s-cv-005","pxc-s-cv-006","pxc-s-cv-007","pxc-s-cv-008","pxc-s-cv-009","pxc-s-cv-010","pxc-s-cv-011","pxc-s-cv-012","pxc-s-cv-013","pxc-s-cv-014","pxc-s-cv-015","pxc-s-cv-016","pxc-s-cv-017","pxc-s-cv-018","pxc-s-cv-019","pxc-s-cv-020","pxc-s-cv-021","pxc-s-cv-022","pxc-s-cv-023","pxc-s-cv-024","pxc-s-cv-025","pxc-s-cv-026","pxc-s-cv-027","pxc-s-cv-028","pxc-s-cv-029","pxc-s-cv-030","pxc-s-cv-031","pxc-s-cv-032","pxc-s-cv-033","pxc-s-cv-034","pxc-s-cv-035","pxc-s-cv-036","pxc-s-cv-037","pxc-s-cv-038","pxc-s-cv-039","pxc-s-cv-040","pxc-s-cv-041","pxc-s-cv-042","pxc-s-cv-043","pxc-s-cv-044","pxc-s-cv-045","pxc-s-cv-046","pxc-s-cv-047","pxc-s-cv-048","pxc-s-cv-049","pxc-s-cv-050","pxc-s-cv-051","pxc-s-cv-052","pxc-s-cv-053","pxc-s-cv-054","pxc-s-cv-055","pxc-s-cv-056","pxc-s-cv-057","pxc-s-cv-058","pxc-s-cv-059","pxc-s-cv-060","pxc-s-cv-061","pxc-s-cv-062","pxc-s-cv-063","pxc-s-cv-064","pxc-s-cv-065","pxc-s-cv-066","pxc-s-cv-067","pxc-s-cv-068","pxc-s-cv-069","pxc-s-cv-070","pxc-s-cv-071","pxc-s-cv-072","pxc-s-cv-073","pxc-s-cv-074","pxc-s-cv-075","pxc-s-cv-076"],"status":"final"},{"claim_ids":["pxc-c-r36-pub-US11406294B2","pxc-c-r36-pub-US10724846B2","pxc-c-r36-pub-US10595755B2","pxc-c-r36-pub-US9636041B2","pxc-c-r36-pub-US10856739B2","pxc-c-r36-pub-US10398314B2","pxc-c-r36-pub-US20210063563A1","pxc-c-r36-pub-US11737677B2"],"packet_id":"pxc-patents-c-003","schema_version":"1","source_ids":["a-s43","pxa-s-US10398314B2","pxa-s-US10595755B2","pxa-s-US10724846B2","pxa-s-US10856739B2","pxa-s-US11406294B2","pxa-s-US11737677B2","pxa-s-US9636041B2","pxc-s-cv-045","pxc-s-cv-059","pxc-s-cv-061","pxc-s-cv-063","pxc-s-cv-074"],"status":"final"},{"claim_ids":["pxe-c-rabaey","pxe-c-gladyshev","pxe-c-schmidt","pxe-c-aizenberg","pxe-c-piech","pxe-c-goldsmith","pxe-c-brynjolfsson","pxe-c-atature","pxe-c-he","pxe-c-rupp","pxe-c-dudley","pxe-c-lipson","pxe-c-boas","pxe-c-walt","pxe-c-vuckovic","pxe-c-hammond","pxe-c-haeupler","pxe-c-chen","pxe-c-carley","pxe-c-atwater","pxe-c-teichmann","pxe-c-bronstein","pxe-c-gal","pxe-c-powell","pxe-c-bertsimas","pxe-c-medard","pxe-c-mutlu","pxe-c-lapata","pxe-c-aalst","pxe-c-mitzenmacher","pxe-c-wornell","pxe-c-mitchell","pxe-c-ozcan","pxe-c-roth","pxe-c-goldwasser","pxe-c-uhler","pxe-c-giustino","pxe-c-loncar"],"packet_id":"pxe-packet-001","schema_version":"1","source_ids":["pxe-s-rabaey","pxe-s-gladyshev","pxe-s-schmidt","pxe-s-aizenberg","pxe-s-piech","pxe-s-goldsmith","pxe-s-brynjolfsson","pxe-s-atature","pxe-s-he","pxe-s-rupp","pxe-s-dudley","pxe-s-lipson","pxe-s-boas","pxe-s-walt","pxe-s-vuckovic","pxe-s-hammond","pxe-s-haeupler","pxe-s-chen","pxe-s-carley","pxe-s-atwater","pxe-s-teichmann","pxe-s-bronstein","pxe-s-gal","pxe-s-powell","pxe-s-bertsimas","pxe-s-medard","pxe-s-mutlu","pxe-s-lapata","pxe-s-aalst","pxe-s-mitzenmacher","pxe-s-wornell","pxe-s-mitchell","pxe-s-ozcan","pxe-s-roth","pxe-s-goldwasser","pxe-s-uhler","pxe-s-giustino","pxe-s-loncar"],"status":"final"},{"claim_ids":["pxe-c-nikolic","pxe-c-shao","pxe-c-muller","pxe-c-nuzzo","pxe-c-sangiovanni","pxe-c-wu","pxe-c-nguyen","pxe-c-chien","pxe-c-shekhar","pxe-c-javey","pxe-c-vaikuntanathan","pxe-c-kalai","pxe-c-boneh","pxe-c-lysyanskaya","pxe-c-dodis","pxe-c-brakerski","pxe-c-rivest","pxe-c-micali","pxe-c-devadas","pxe-c-mooney","pxe-c-lewis","pxe-c-mitragotri","pxe-c-ingber","pxe-c-langer","pxe-c-boyden","pxe-c-grey","pxe-c-ceder","pxe-c-persson","pxe-c-shaohorn","pxe-c-galli","pxe-c-marzari","pxe-c-satija","pxe-c-pachter","pxe-c-quake","pxe-c-athey","pxe-c-jackson","pxe-c-autor","pxe-c-acemoglu","pxe-c-montanari","pxe-c-erkip","pxe-c-calderbank","pxe-c-tse","pxe-c-manning","pxe-c-jurafsky","pxe-c-wong","pxe-c-vollmer"],"packet_id":"pxe-packet-002","schema_version":"1","source_ids":["pxe-s-berkeley-directory","pxe-s-vaikuntanathan","pxe-s-kalai","pxe-s-boneh","pxe-s-lysyanskaya","pxe-s-dodis","pxe-s-brakerski","pxe-s-rivest","pxe-s-micali","pxe-s-devadas","pxe-s-mooney","pxe-s-lewis","pxe-s-mitragotri","pxe-s-ingber","pxe-s-langer","pxe-s-boyden","pxe-s-grey","pxe-s-ceder","pxe-s-persson","pxe-s-shaohorn","pxe-s-galli","pxe-s-marzari","pxe-s-satija","pxe-s-pachter","pxe-s-quake","pxe-s-athey","pxe-s-jackson","pxe-s-autor","pxe-s-acemoglu","pxe-s-montanari","pxe-s-erkip","pxe-s-calderbank","pxe-s-tse","pxe-s-manning","pxe-s-jurafsky","pxe-s-wong","pxe-s-vollmer"],"status":"final"},{"claim_ids":["pxe-match-r01","pxe-match-r02","pxe-match-r03","pxe-match-r04","pxe-match-r05","pxe-match-r06","pxe-match-r07"],"packet_id":"pxe-matches-001","schema_version":"1","source_ids":["pxe-subject-a-s01","pxe-s-rabaey","pxe-s-berkeley-directory","pxe-s-devadas","pxe-s-mutlu","pxe-subject-a-s05","pxe-s-gladyshev","pxe-s-pachter","pxe-s-satija","pxe-s-teichmann","pxe-s-uhler","pxe-s-bronstein","pxe-s-chen","pxe-s-gal","pxe-s-quake","pxe-subject-a-s08","pxe-s-schmidt","pxe-s-mooney","pxe-s-boyden","pxe-s-hammond","pxe-s-ingber","pxe-s-langer","pxe-s-lewis","pxe-s-mitragotri","pxe-s-aizenberg","pxe-subject-a-s12","pxe-s-vollmer","pxe-s-wong","pxe-s-ozcan","pxe-subject-a-s16","pxe-subject-a-s17","pxe-s-piech","pxe-s-athey","pxe-s-brynjolfsson","pxe-s-carley","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher","pxe-s-wornell","pxe-subject-a-s19","pxe-s-goldsmith","pxe-s-calderbank","pxe-s-erkip","pxe-s-medard","pxe-s-haeupler","pxe-s-montanari","pxe-s-tse","pxe-subject-a-s22","pxe-s-autor","pxe-s-acemoglu","pxe-s-jackson","pxe-s-aalst","pxe-s-roth"],"status":"final"},{"claim_ids":["pxe-match-r08","pxe-match-r09","pxe-match-r10","pxe-match-r11","pxe-match-r12","pxe-match-r13","pxe-match-r14"],"packet_id":"pxe-matches-002","schema_version":"1","source_ids":["pxe-subject-a-s25","pxe-s-atature","pxe-s-galli","pxe-s-giustino","pxe-s-atwater","pxe-s-loncar","pxe-s-mitchell","pxe-s-vuckovic","pxe-s-ceder","pxe-s-lipson","pxe-s-persson","pxe-subject-a-s28","pxe-s-he","pxe-s-gal","pxe-s-wornell","pxe-s-boas","pxe-s-boyden","pxe-s-berkeley-directory","pxe-s-uhler","pxe-s-ozcan","pxe-subject-a-s31","pxe-s-rupp","pxe-s-grey","pxe-s-shaohorn","pxe-s-marzari","pxe-s-lewis","pxe-subject-a-s34","pxe-s-dudley","pxe-subject-a-s37","pxe-s-calderbank","pxe-subject-a-s41","pxe-s-quake","pxe-subject-a-s45","pxe-subject-a-s46","pxe-s-walt","pxe-s-ingber","pxe-s-wong","pxe-s-hammond","pxe-s-mitragotri","pxe-s-rabaey"],"status":"final"},{"claim_ids":["pxe-match-r15","pxe-match-r16","pxe-match-r17","pxe-match-r18","pxe-match-r19","pxe-match-r20","pxe-match-r21"],"packet_id":"pxe-matches-003","schema_version":"1","source_ids":["pxe-subject-b-s01","pxe-s-vuckovic","pxe-s-atature","pxe-s-loncar","pxe-s-mitchell","pxe-s-atwater","pxe-s-calderbank","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-berkeley-directory","pxe-subject-b-s04","pxe-s-hammond","pxe-s-langer","pxe-s-mitragotri","pxe-s-ingber","pxe-s-lewis","pxe-s-mooney","pxe-s-quake","pxe-s-walt","pxe-s-aizenberg","pxe-s-schmidt","pxe-subject-b-s08","pxe-s-haeupler","pxe-s-kalai","pxe-s-medard","pxe-s-goldsmith","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-devadas","pxe-s-wornell","pxe-subject-b-s11","pxe-subject-b-s12","pxe-s-satija","pxe-s-chen","pxe-s-boyden","pxe-s-pachter","pxe-s-teichmann","pxe-s-uhler","pxe-s-bronstein","pxe-s-gladyshev","pxe-subject-b-s15","pxe-subject-b-s16","pxe-s-carley","pxe-s-athey","pxe-s-jackson","pxe-s-acemoglu","pxe-s-gal","pxe-s-goldwasser","pxe-subject-b-s18","pxe-subject-b-s19","pxe-s-ozcan","pxe-s-wong","pxe-subject-b-s21"],"status":"final"},{"claim_ids":["pxe-match-r22","pxe-match-r23","pxe-match-r24","pxe-match-r25","pxe-match-r26","pxe-match-r27","pxe-match-r28"],"packet_id":"pxe-matches-004","schema_version":"1","source_ids":["pxe-subject-b-s24","pxe-s-bronstein","pxe-s-gal","pxe-s-montanari","pxe-s-uhler","pxe-s-wornell","pxe-s-athey","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher","pxe-subject-b-s26","pxe-subject-b-s27","pxe-subject-b-s30","pxe-subject-b-s31","pxe-s-powell","pxe-s-bertsimas","pxe-s-aalst","pxe-s-carley","pxe-s-goldsmith","pxe-s-roth","pxe-subject-b-s34","pxe-subject-b-s35","pxe-subject-b-s38","pxe-s-medard","pxe-s-calderbank","pxe-s-erkip","pxe-s-haeupler","pxe-s-tse","pxe-s-rabaey","pxe-subject-b-s40","pxe-s-mutlu","pxe-s-devadas","pxe-s-berkeley-directory","pxe-subject-b-s44","pxe-subject-b-s45","pxe-subject-b-s46","pxe-s-piech"],"status":"final"},{"claim_ids":["pxe-match-r29","pxe-match-r30","pxe-match-r31","pxe-match-r32","pxe-match-r33","pxe-match-r34","pxe-match-r35"],"packet_id":"pxe-matches-005","schema_version":"1","source_ids":["pxe-subject-c-s01","pxe-subject-c-s02","pxe-s-aalst","pxe-s-bertsimas","pxe-s-powell","pxe-s-athey","pxe-s-carley","pxe-s-mitzenmacher","pxe-s-goldsmith","pxe-s-montanari","pxe-s-roth","pxe-s-wornell","pxe-subject-c-s04","pxe-s-haeupler","pxe-s-calderbank","pxe-s-devadas","pxe-s-kalai","pxe-s-medard","pxe-s-berkeley-directory","pxe-s-tse","pxe-subject-c-s06","pxe-s-erkip","pxe-s-rabaey","pxe-subject-c-s08","pxe-s-mutlu","pxe-s-pachter","pxe-subject-c-s12","pxe-subject-c-s15","pxe-subject-c-s16","pxe-s-gal","pxe-subject-c-s17","pxe-subject-c-s18","pxe-s-mitchell","pxe-s-brakerski","pxe-s-atature","pxe-s-galli","pxe-s-giustino","pxe-s-vuckovic","pxe-s-lipson","pxe-s-loncar"],"status":"final"},{"claim_ids":["pxe-match-r36","pxe-match-r37","pxe-match-r38","pxe-match-r39","pxe-match-r40","pxe-match-r41","pxe-match-r42"],"packet_id":"pxe-matches-006","schema_version":"1","source_ids":["pxe-subject-c-s20","pxe-subject-c-s21","pxe-s-ozcan","pxe-s-wornell","pxe-s-boas","pxe-s-boyden","pxe-s-berkeley-directory","pxe-s-gal","pxe-s-lipson","pxe-s-he","pxe-s-quake","pxe-subject-c-s23","pxe-subject-c-s24","pxe-s-bertsimas","pxe-s-powell","pxe-s-aalst","pxe-s-athey","pxe-s-jackson","pxe-s-mitzenmacher","pxe-s-roth","pxe-s-carley","pxe-s-montanari","pxe-subject-c-s27","pxe-s-goldwasser","pxe-s-dodis","pxe-s-kalai","pxe-s-vaikuntanathan","pxe-s-boneh","pxe-s-brakerski","pxe-s-devadas","pxe-s-lysyanskaya","pxe-s-micali","pxe-s-rivest","pxe-subject-c-s31","pxe-subject-c-s32","pxe-s-uhler","pxe-s-bronstein","pxe-s-chen","pxe-s-pachter","pxe-s-satija","pxe-s-teichmann","pxe-subject-c-s34","pxe-subject-c-s35","pxe-s-goldsmith","pxe-s-erkip","pxe-s-medard","pxe-s-calderbank","pxe-s-haeupler","pxe-s-tse","pxe-s-rabaey","pxe-subject-c-s36","pxe-subject-c-s37","pxe-s-giustino","pxe-s-galli","pxe-s-ceder","pxe-s-persson","pxe-s-atwater","pxe-s-marzari","pxe-s-atature","pxe-s-vuckovic","pxe-s-rupp","pxe-subject-c-s39","pxe-subject-c-s40","pxe-s-loncar","pxe-s-dudley","pxe-s-mitchell"],"status":"final"}],"profiles":{"r01":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-rabaey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Tape out or emulate one nonvolatile checkpointing block and measure energy, recovery latency and data integrity under harvested-power traces.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jan M. Rabaey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Rabaey's documented work in low-power integrated circuits, wireless systems and cyber-biological interaction complements Teman's memory and implementation expertise; this is a proposed match only.","score":9,"source_ids":["a-s01","a-s04","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-devadas","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Replay a small encrypted-compute or proof-verification kernel under alternative memory and accelerator assumptions using an intermittently powered sensor-node memory/control workload. Compare runtime, memory traffic and explicitly stated leakage exposure with a fixed-duty sensor design with the same numerical output.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Srini Devadas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Adam Teman's low-power VLSI design, SRAM and memory circuits can be paired with Srini Devadas's documented secure computer architecture, homomorphic-encryption accelerators for intermittent edge-ai chips for biological sensing. The specific contribution is hardware execution of privacy-preserving primitives; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s01","pxe-s-devadas"],"url":"https://people.csail.mit.edu/devadas/"},{"candidate_id":"ex-javey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Screen two device operating points in a small power/noise model, requiring actual transfer curves before a device claim using an intermittently powered sensor-node memory/control workload. Compare predicted energy and sensitivity to device-parameter uncertainty with a fixed-duty sensor design with the same numerical output.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Ali Javey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Adam Teman's low-power VLSI design, SRAM and memory circuits can be paired with Ali Javey's documented low-power electronics, flexible electronics and sensors for intermittent edge-ai chips for biological sensing. The specific contribution is low-power device and sensor constraints; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s01","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-mutlu","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Replay identical traces under associative and conventional memory organizations using an intermittently powered sensor-node memory/control workload. Compare memory traffic, latency and an explicitly labelled energy proxy with a fixed-duty sensor design with the same numerical output.","identity_condition":"verified-profiles","institution":"ETH Zurich","name":"Onur Mutlu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Adam Teman's low-power VLSI design, SRAM and memory circuits can be paired with Onur Mutlu's documented memory systems, processing-in-memory for intermittent edge-ai chips for biological sensing. The specific contribution is memory placement and data-movement benchmarking; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s01","b-s43","c-s11","pxe-s-mutlu"],"url":"https://people.inf.ethz.ch/omutlu/"},{"candidate_id":"ex-nikolic","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Synthesize two small datapath or memory-controller variants under identical constraints using an intermittently powered sensor-node memory/control workload. Compare area, timing slack and switching-activity power estimates with a fixed-duty sensor design with the same numerical output.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Borivoje Nikolic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 4+2+2): topic overlap 4/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Adam Teman's low-power VLSI design, SRAM and memory circuits can be paired with Borivoje Nikolic's documented digital integrated circuits, VLSI implementation of communications for intermittent edge-ai chips for biological sensing. The specific contribution is digital implementation of a selected datapath; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s01","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-sangiovanni","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Partition acquisition, computation and communication across two candidate embedded designs using an intermittently powered sensor-node memory/control workload. Compare interface overhead and end-to-end latency with a fixed-duty sensor design with the same numerical output.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Alberto Sangiovanni-Vincentelli","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Adam Teman's low-power VLSI design, SRAM and memory circuits can be paired with Alberto Sangiovanni-Vincentelli's documented embedded system design, control for intermittent edge-ai chips for biological sensing. The specific contribution is embedded component partitioning; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s01","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-shao","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Map the same kernel to two accelerator organizations without changing numerical precision using an intermittently powered sensor-node memory/control workload. Compare data reuse, memory accesses and latency with a fixed-duty sensor design with the same numerical output.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Sophia Shao","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Adam Teman's low-power VLSI design, SRAM and memory circuits can be paired with Sophia Shao's documented computer architecture, integrated circuits for intermittent edge-ai chips for biological sensing. The specific contribution is architecture and workload mapping; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s01","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-nguyen","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Inject clock drift and compare two timing-reference assumptions in a receiver model using an intermittently powered sensor-node memory/control workload. Compare synchronization error and energy spent reacquiring timing with a fixed-duty sensor design with the same numerical output.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Clark Nguyen","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Adam Teman's low-power VLSI design, SRAM and memory circuits can be paired with Clark Nguyen's documented microelectromechanical sensors, timing and frequency control for intermittent edge-ai chips for biological sensing. The specific contribution is timing and RF sensor references; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s01","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-nuzzo","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Encode latency, energy and failure constraints in a small system model and inject single-component faults using an intermittently powered sensor-node memory/control workload. Compare constraint violations and recovery overhead with a fixed-duty sensor design with the same numerical output.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Pierluigi Nuzzo","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Adam Teman's low-power VLSI design, SRAM and memory circuits can be paired with Pierluigi Nuzzo's documented cyber-physical systems, design automation for intermittent edge-ai chips for biological sensing. The specific contribution is design automation and system requirements; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s01","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-chien","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify a synthetic two-channel electrochemical biosensor interface: digitized current samples, timestamps and blank-channel readings. Simulate ADC buffering and SRAM checkpoint/recovery under identical intermittent-power traces, comparing checkpoint policies at the same sample rate. Measure missing samples, reconstructed-current error and memory energy; do not infer fluid contamination from this digital model.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jun-Chau Chien","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Chien's biosensor interface could provide a concrete input specification for Teman's intermittent memory design; sensor and fluidic behavior are assumptions, so this is an interface study with indirect topic overlap. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Chien's biosensor interface could provide a concrete input specification for Teman's intermittent memory design; sensor and fluidic behavior are assumptions, so this is an interface study with indirect topic overlap. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Adam Teman with Jun-Chau Chien: Chien's biosensor interface could provide a concrete input specification for Teman's intermittent memory design; sensor and fluidic behavior are assumptions, so this is an interface study with indirect topic overlap.","score":6,"source_ids":["a-s01","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Replay one public sequence-classification workload through conventional and memory-centric models; compare memory accesses, latency and explicitly labelled energy estimates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02. No strictly higher-scoring candidate displaces this original. Simulation is feasible without a tape-out; physical energy savings require later measured hardware. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's memory-circuit implementation and Yavits's processing-in-memory architecture connect directly at the energy cost of a genomic kernel.","researcher_id":"r32","score":10,"source_ids":["a-s01","c-s08","c-s09"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare two SRAM/readout design models under identical access traces and voltage assumptions; report delay, retention/error assumptions and energy estimates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o02 r27: Alternative or later circuit lead: assess memory/circuit precision and energy tradeoffs if the chosen implementation needs this expertise; security is outside the initial test.","ranking_note":"Rank 2/10; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02. Higher-scoring r32 (10/10) precedes this original; its own rank reflects the following limitation: Very high topic overlap but substantial overlap in roles reduces complementarity relative to a circuit-architecture pairing. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman and Fish both document low-power memory design; their useful division is digital implementation versus memory/sensor circuit tradeoffs on a common workload.","researcher_id":"r27","score":9,"source_ids":["a-s01","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Inject bounded memory/control faults into a small digital model and compare redundancy schemes on recovery and added state.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The fault model must be explicit; simulation is not radiation or silicon qualification. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's digital implementation and Medina's reliable hardware theory meet on the cost of preserving state under injected faults.","researcher_id":"r30","score":9,"source_ids":["a-s01","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Quantize one public cell-state classifier and plot memory-access reduction against rare-cell recall and expression-derived state stability.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r30 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: This cross-field link depends on a chosen computational kernel and biological labels; no wet-lab or chip availability is assumed. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman can quantify energy and reduced-precision costs while Kalisky defines biological fidelity for a single-cell analysis pipeline.","researcher_id":"r21","score":7,"source_ids":["a-s01","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Quantize a small open multimodal model and compare calibration loss, prediction stability and memory footprint across held-out groups.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established. Original initiative conditions remain: o02 r39: Conditional later role: test uncertainty and generalization only after a specific cross-domain fidelity question is preregistered.","ranking_note":"Rank 5/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r30 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The original later-stage uncertainty role must follow a preregistered fidelity question; the announced biological programme is not demonstrated assay expertise. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's digital memory constraints provide controlled approximation settings for Shavit's proposed uncertainty-aware modelling of complex data.","researcher_id":"r39","score":7,"source_ids":["a-s01","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a sensor buffer under bursty link outages; compare buffer retention energy and retransmission cost for two policies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A real radio/circuit energy model is needed before claiming battery-life savings. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's low-power memory implementation and Zehavi's coded wireless systems could trade local storage against retransmission energy.","researcher_id":"r06","score":7,"source_ids":["a-s01","a-s19","a-s20"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Replay synthetic power traces based on bounded thermoelectric assumptions through a memory/checkpoint model; measure lost work and energy overhead.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A complete energy harvester and realistic available power are not verified. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia can define a plausible thermoelectric power envelope while Teman models digital memory behaviour under that intermittent supply.","researcher_id":"r10","score":7,"source_ids":["a-s01","a-s31","a-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Inject checkpoint losses into a small coded exchange and compare completed tasks and memory writes with full-state replication.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Memory faults and channel faults must be distinguished; no silicon fault tolerance is asserted. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman can model intermittent memory state while Gelles defines which protocol state must survive for interactive computation to remain correct.","researcher_id":"r17","score":7,"source_ids":["a-s01","b-s08","b-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare memory traffic and fixed-point error for two small MIMO detectors under identical channel assumptions.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Information-theoretic performance does not establish energy-efficient implementation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's low-power digital memory constraints could expose the implementation cost of Zaidel's multiuser detection choices.","researcher_id":"r31","score":7,"source_ids":["a-s01","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Treat a small memory-read channel as a stated finite-alphabet model and compare two decoders under drift in error probabilities.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Classical channel models may omit correlated circuit faults, making this an exploratory abstraction. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman can expose memory read-error statistics while Somekh-Baruch asks whether a mismatched-decoding model captures their effect.","researcher_id":"r26","score":6,"source_ids":["a-s01","b-s38"]}],"patents":{"coverage":"partial","note":"Partial inventor-name expansion across BGU, Bar-Ilan/BIRAD, Mellanox and RAAAM affiliations; 13 additional publication records inspected, including two related feedback gain-cell grants; publication count is not unique-invention count. Not exhaustive: no audited worldwide inventor-index export, current full CV or all RAAAM/EPFL name variants. Original US20170294221A1 remains in baseline; The bounded resolving pass directly inspected and added US9691445B2 and US10002660B2; both name Adam Teman. Their observed Google family IDs are 54358264 and 59999621, respectively. Retain both publications without treating their count as two distinct inventions. FIFO US10803920B2 adds a patent-table record for an invention already mentioned under baseline selected works. University list also self-reports provisional 62/775909; no public publication traced, so retained as an unresolved lead in notes.","records":[{"assignee":"Raaam Memory Technologies Ltd; Bar Ilan University","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university. Both Raaam Memory Technologies Ltd and Bar Ilan University are observed; this is a 2026 application publication, not a grant.","claim_ids":["pxa-c-r01-US20260105952A1"],"family_key":"google-family:99436265","identifier":"US20260105952A1","original":false,"publication_date":"2026-04-16","source_ids":["pxa-s-US20260105952A1","pxa-s-teman-index"],"title":"Independent Reference Generation for Single RBL Memory Circuits","url":"https://patents.google.com/patent/US20260105952A1/en","verification":"publication-inspected"},{"assignee":"Birad Research and Development Co Ltd","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university.","claim_ids":["pxa-c-r01-US12498854B2"],"family_key":"google-family:94210985","identifier":"US12498854B2","original":false,"publication_date":"2025-12-16","source_ids":["pxa-s-US12498854B2","pxa-s-teman-index"],"title":"Physically-driven generation of many-ported storage arrays","url":"https://patents.google.com/patent/US12498854B2/en","verification":"publication-inspected"},{"assignee":"Birad Research and Development Co Ltd","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university.","claim_ids":["pxa-c-r01-US11556145B2"],"family_key":"google-family:80224257","identifier":"US11556145B2","original":false,"publication_date":"2023-01-17","source_ids":["pxa-s-US11556145B2","pxa-s-teman-index"],"title":"Skew-balancing algorithm for digital circuitry","url":"https://patents.google.com/patent/US11556145B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university.","claim_ids":["pxa-c-r01-US11309008B2"],"family_key":null,"identifier":"US11309008B2","original":false,"publication_date":"2022-04-19","source_ids":["pxa-s-US11309008B2","pxa-s-teman-index"],"title":"Gain cell embedded DRAM in fully depleted silicon-on-insulator technology","url":"https://patents.google.com/patent/US11309008B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university.","claim_ids":["pxa-c-r01-US11127455B2"],"family_key":null,"identifier":"US11127455B2","original":false,"publication_date":"2021-09-21","source_ids":["pxa-s-US11127455B2","pxa-s-teman-index"],"title":"Fin-FET gain cells","url":"https://patents.google.com/patent/US11127455B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university.","claim_ids":["pxa-c-r01-US10991421B2"],"family_key":null,"identifier":"US10991421B2","original":false,"publication_date":"2021-04-27","source_ids":["pxa-s-US10991421B2","pxa-s-teman-index"],"title":"Complementary dual-modular redundancy memory cell","url":"https://patents.google.com/patent/US10991421B2/en","verification":"publication-inspected"},{"assignee":"Birad Research and Development Co Ltd","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university.","claim_ids":["pxa-c-r01-US10811073B2"],"family_key":null,"identifier":"US10811073B2","original":false,"publication_date":"2020-10-20","source_ids":["pxa-s-US10811073B2","pxa-s-teman-index"],"title":"Dynamic memory physical unclonable function","url":"https://patents.google.com/patent/US10811073B2/en","verification":"publication-inspected"},{"assignee":"Birad Research and Development Co Ltd","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university. Its application publication US20200168270A1 was already mentioned under selected works; this adds the inspected grant to the patent table, not a newly discovered invention.","claim_ids":["pxa-c-r01-US10803920B2"],"family_key":null,"identifier":"US10803920B2","original":false,"publication_date":"2020-10-13","source_ids":["pxa-s-US10803920B2","pxa-s-teman-index"],"title":"Refresh controller for first-in first-out memories","url":"https://patents.google.com/patent/US10803920B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University; Mellanox Technologies Ltd","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university. Both Bar Ilan University and Mellanox Technologies Ltd are observed as assignees.","claim_ids":["pxa-c-r01-US10497410B2"],"family_key":"google-family:65518724","identifier":"US10497410B2","original":false,"publication_date":"2019-12-03","source_ids":["pxa-s-US10497410B2","pxa-s-teman-index"],"title":"High-density memory macro","url":"https://patents.google.com/patent/US10497410B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"The exact inventor Adam TEMAN appears with Giterman, Meinerzhagen, Burg and Fish on the inspected feedback gain-cell publication, consistent with the retained baseline and previously read institutional inventor list. This additional publication is included despite related feedback gain-cell disclosures; it must not be counted as a distinct invention merely because it has a separate publication number. Google assigns source-specific family IDs; no invented merged family key is used.","claim_ids":["pxa-c-r01-US10002660B2"],"family_key":"google-family:59999621","identifier":"US10002660B2","original":false,"publication_date":"2018-06-19","source_ids":["pxa-s-US10002660B2"],"title":"Transistor gain cell with feedback","url":"https://patents.google.com/patent/US10002660B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"The exact inventor Adam TEMAN appears with Giterman, Meinerzhagen, Burg and Fish on the inspected feedback gain-cell publication, consistent with the retained baseline and previously read institutional inventor list. This additional publication is included despite related feedback gain-cell disclosures; it must not be counted as a distinct invention merely because it has a separate publication number. Google assigns source-specific family IDs; no invented merged family key is used.","claim_ids":["pxa-c-r01-US9691445B2"],"family_key":"google-family:54358264","identifier":"US9691445B2","original":false,"publication_date":"2017-06-27","source_ids":["pxa-s-US9691445B2"],"title":"Transistor gain cell with feedback","url":"https://patents.google.com/patent/US9691445B2/en","verification":"publication-inspected"},{"assignee":"Ben Gurion University of the Negev Research and Development Authority Ltd","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university.","claim_ids":["pxa-c-r01-US8773895B2"],"family_key":"google-family:47090133","identifier":"US8773895B2","original":false,"publication_date":"2014-07-08","source_ids":["pxa-s-US8773895B2","pxa-s-teman-index"],"title":"Ultra low power memory cell with a supply feedback loop configured for minimal leakage operation","url":"https://patents.google.com/patent/US8773895B2/en","verification":"publication-inspected"},{"assignee":"Ben Gurion University of the Negev Research and Development Authority Ltd","attribution_note":"Named inventor Adam Teman; memory/digital-circuit subject and institutional inventor portfolio support the profile match. Affiliation/assignee is taken from this publication, not inferred from his present university.","claim_ids":["pxa-c-r01-US8531873B2"],"family_key":"google-family:47090132","identifier":"US8531873B2","original":false,"publication_date":"2013-09-10","source_ids":["pxa-s-US8531873B2","pxa-s-teman-index"],"title":"Ultra low power SRAM cell circuit with a supply feedback loop for near and sub threshold operation","url":"https://patents.google.com/patent/US8531873B2/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US20170294221A1","original":true,"publication_date":null,"source_ids":["a-s03"],"title":"Transistor gain cell with feedback","url":"https://patents.google.com/patent/US20170294221A1/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Adam Teman\" patents","url":"https://www.google.com/search?q=%22Adam%20Teman%22%20patents"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Adam Teman\" site:patents.google.com/patent","url":"https://www.google.com/search?q=%22Adam%20Teman%22%20site%3Apatents.google.com%2Fpatent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Adam Teman\" patents inventor memory","url":"https://www.google.com/search?q=%22Adam%20Teman%22%20patents%20inventor%20memory"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Adam Teman\" inventor \"Fin Field-Effect\" \"patent\"","url":"https://www.google.com/search?q=%22Adam%20Teman%22%20inventor%20%22Fin%20Field-Effect%22%20%22patent%22"},{"access":"read","observation":"Bibliographic record US11309008B2; title: Gain cell embedded DRAM in fully depleted silicon-on-insulator technology; inventor field: Robert GITERMAN; Adam TEMAN; publication date: 2022-04-19; listed assignee field: Bar Ilan University; application: US:17/257,893.","query":"Document inspection: US11309008B2 — Gain cell embedded DRAM in fully depleted silicon-on-insulator technology","url":"https://patents.google.com/patent/US11309008B2/en"},{"access":"read","observation":"First-party patent list names Adam Teman on US11309008, US11127455, US10991421, US10811073, US10803920, US20200168270A1, US10497410, US10002660, US9691445, US8773895 and US8531873; also reports provisional 62/775909. List itself mixes grants, applications and repeated family members.","query":"Document inspection: Patents | Prof. Adam Teman","url":"https://www.eng.biu.ac.il/temanad/patents/"},{"access":"read","observation":"Bibliographic record US11127455B2; title: Fin-FET gain cells; inventor field: Adam TEMAN; Amir Shalom; Robert GITERMAN; Alexander Fish; publication date: 2021-09-21; listed assignee field: Bar Ilan University; application: US:16/699,003.","query":"Document inspection: US11127455B2 — Fin-FET gain cells","url":"https://patents.google.com/patent/US11127455B2/en"},{"access":"read","observation":"Bibliographic record US10991421B2; title: Complementary dual-modular redundancy memory cell; inventor field: Robert GITERMAN; Lior ATIAS; Adam TEMAN; Alexander Fish; publication date: 2021-04-27; listed assignee field: Bar Ilan University; application: US:16/317,837.","query":"Document inspection: US10991421B2 — Complementary dual-modular redundancy memory cell","url":"https://patents.google.com/patent/US10991421B2/en"},{"access":"read","observation":"Bibliographic record US10811073B2; title: Dynamic memory physical unclonable function; inventor field: Robert GITERMAN; Yoav Weizman; Adam TEMAN; publication date: 2020-10-20; listed assignee field: Birad Research and Development Co Ltd; application: US:16/387,552.","query":"Document inspection: US10811073B2 — Dynamic memory physical unclonable function","url":"https://patents.google.com/patent/US10811073B2/en"},{"access":"read","observation":"Bibliographic record US10803920B2; title: Refresh controller for first-in first-out memories; inventor field: Adam TEMAN; Tzachi Noy; publication date: 2020-10-13; listed assignee field: Birad Research and Development Co Ltd; application: US:16/199,448.","query":"Document inspection: US10803920B2 — Refresh controller for first-in first-out memories","url":"https://patents.google.com/patent/US10803920B2/en"},{"access":"read","observation":"Bibliographic record US10497410B2; title: High-density memory macro; inventor field: Elad Mentovich; Narkis Geuli; Robert GITERMAN; Alexander Fish; Adam TEMAN; publication date: 2019-12-03; listed assignee field: Bar Ilan University; Mellanox Technologies Ltd; application: US:16/121,672. Google family ID: 65518724.","query":"Document inspection: US10497410B2 — High-density memory macro","url":"https://patents.google.com/patent/US10497410B2/en"},{"access":"read","observation":"Bibliographic record US8773895B2; title: Ultra low power memory cell with a supply feedback loop configured for minimal leakage operation; inventor field: Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish; publication date: 2014-07-08; listed assignee field: Ben Gurion University of the Negev Research and Development Authority Ltd; application: US:13/777,085. Google family ID: 47090133.","query":"Document inspection: US8773895B2 — Ultra low power memory cell with a supply feedback loop configured for minimal leakage operation","url":"https://patents.google.com/patent/US8773895B2/en"},{"access":"read","observation":"Bibliographic record US8531873B2; title: Ultra low power SRAM cell circuit with a supply feedback loop for near and sub threshold operation; inventor field: Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish; publication date: 2013-09-10; listed assignee field: Ben Gurion University of the Negev Research and Development Authority Ltd; application: US:13/103,091. Google family ID: 47090132.","query":"Document inspection: US8531873B2 — Ultra low power SRAM cell circuit with a supply feedback loop for near and sub threshold operation","url":"https://patents.google.com/patent/US8531873B2/en"},{"access":"read","observation":"Bibliographic record US11556145B2; title: Skew-balancing algorithm for digital circuitry; inventor field: Adam TEMAN; Yehuda Kra; Tzachi Noy; publication date: 2023-01-17; listed assignee field: Birad Research and Development Co Ltd; application: US:17/190,600. Google family ID: 80224257.","query":"Document inspection: US11556145B2 — Skew-balancing algorithm for digital circuitry","url":"https://patents.google.com/patent/US11556145B2/en"},{"access":"read","observation":"Bibliographic record US12498854B2; title: Physically-driven generation of many-ported storage arrays; inventor field: Adam TEMAN; Hanan Marinberg; Tzachi Noy; publication date: 2025-12-16; listed assignee field: Birad Research and Development Co Ltd; application: US:18/350,145. Google family ID: 94210985.","query":"Document inspection: US12498854B2 — Physically-driven generation of many-ported storage arrays","url":"https://patents.google.com/patent/US12498854B2/en"},{"access":"read","observation":"Bibliographic record US20260105952A1; title: Independent Reference Generation for Single RBL Memory Circuits; inventor field: Halil Andac Yigit; Robert GITERMAN; Andreas Burg; Adam TEMAN; Odem HAREL; publication date: 2026-04-16; listed assignee field: Raaam Memory Technologies Ltd; Bar Ilan University; application: US:19/350,372. Google family ID: 99436265.","query":"Document inspection: US20260105952A1 — Independent Reference Generation for Single RBL Memory Circuits","url":"https://patents.google.com/patent/US20260105952A1/en"},{"access":"deferred","observation":"2026-09-07: HTTP 403; inventor index not read. No inference about patent presence or absence.","query":"Document inspection: Inventor index — HTTP 403","url":"https://patents.justia.com/inventor/adam-teman"},{"access":"read","observation":"Publication US9691445B2; title: Transistor gain cell with feedback; inventors: Robert GITERMAN; Adam TEMAN; Pascal MEINERZHAGEN; Andreas Burg; Alexander Fish; publication date: 2017-06-27; original-assignee metadata: Bar Ilan University; application US:15/306,796; Google Family ID=54358264. Access date uses UTC: 2026-09-07 (Europe/Madrid local date 2026-09-08).","query":"Bounded resolving pass: US9691445B2","url":"https://patents.google.com/patent/US9691445B2/en"},{"access":"read","observation":"Publication US10002660B2; title: Transistor gain cell with feedback; inventors: Robert GITERMAN; Adam TEMAN; Pascal MEINERZHAGEN; Andreas Burg; Alexander Fish; publication date: 2018-06-19; original-assignee metadata: Bar Ilan University; application US:15/632,555; Google Family ID=59999621. Access date uses UTC: 2026-09-07 (Europe/Madrid local date 2026-09-08).","query":"Bounded resolving pass: US10002660B2","url":"https://patents.google.com/patent/US10002660B2/en"}]},"researcher_id":"r01","review_status":"partial"},"r02":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-gladyshev","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Apply a preregistered coupling metric to one public single-cell aging dataset and test whether it predicts held-out intervention responses.","identity_condition":"verified-profiles","institution":"Harvard Medical School and Brigham and Women's Hospital","name":"Vadim Gladyshev","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Gladyshev's documented longevity signatures, intervention screens and single-cell aging clocks complement Levy's network inference; this is a proposed match only.","score":10,"source_ids":["a-s05","a-s07","pxe-s-gladyshev"],"url":"https://ogephd.hms.harvard.edu/people/vadim-gladyshev"},{"candidate_id":"ex-satija","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare modality-specific and integrated embeddings with donor-held-out cell-type annotations using a public donor- and age-stratified single-cell aging dataset with a predefined stress signature. Compare label transfer, batch sensitivity and rare-state recovery with a batch-aware age-only predictor.","identity_condition":"verified-profiles","institution":"New York Genome Center and New York University","name":"Rahul Satija","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Orr Levy's single-cell multi-omics, biological network analysis can be paired with Rahul Satija's documented single-cell genomics, multimodal integration for aging-resilience stress maps across cell types. The specific contribution is single-cell multimodal integration; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s05","pxe-s-satija"],"url":"https://satijalab.org/"},{"candidate_id":"ex-teichmann","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Map cell states to an independent tissue reference with donor and tissue held out using a public donor- and age-stratified single-cell aging dataset with a predefined stress signature. Compare annotation agreement and rare-cell recovery with a batch-aware age-only predictor.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Sarah Teichmann","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Orr Levy's single-cell multi-omics, biological network analysis can be paired with Sarah Teichmann's documented human cell atlases, cellular diversity for aging-resilience stress maps across cell types. The specific contribution is cell-atlas reference and tissue heterogeneity; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s05","b-s23","pxe-s-teichmann"],"url":"https://www.stemcells.cam.ac.uk/people/sarah-teichmann"},{"candidate_id":"ex-bronstein","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a geometry/graph-aware model with a parameter-matched unstructured baseline under structural perturbations using a public donor- and age-stratified single-cell aging dataset with a predefined stress signature. Compare held-out error, symmetry consistency and robustness to altered graph topology with a batch-aware age-only predictor.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Michael Bronstein","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The refreshed Oxford profile also lists an Aithyra scientific-director role; the original Oxford institution string is preserved.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Orr Levy's single-cell multi-omics, biological network analysis can be paired with Michael Bronstein's documented geometric deep learning, graph neural networks for aging-resilience stress maps across cell types. The specific contribution is geometric structure and graph representations; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s05","b-s25","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a public donor- and age-stratified single-cell aging dataset with a predefined stress signature. Compare calibration error, risk-coverage and confident-error rate with a batch-aware age-only predictor.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Orr Levy's single-cell multi-omics, biological network analysis can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for aging-resilience stress maps across cell types. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s05","b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-pachter","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"First audit whether one donor/age-labelled single-cell accession supplies raw reads, barcode/UMI metadata and a common reference. If unavailable, use a small explicitly simulated read set with known transcript counts. Compare two quantifiers on those same reads by count error and compute cost, then feed each into the identical donor-held-out age/stress predictor to measure downstream sensitivity.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Lior S. Pachter","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: RNA quantification complements the ageing analysis only when raw reads and donor/age labels are available; quantifiers must share inputs and a downstream predictor. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. RNA quantification complements the ageing analysis only when raw reads and donor/age labels are available; quantifiers must share inputs and a downstream predictor. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Orr Levy with Lior S. Pachter: RNA quantification complements the ageing analysis only when raw reads and donor/age labels are available; quantifiers must share inputs and a downstream predictor.","score":8,"source_ids":["a-s05","pxe-s-pachter"],"url":"https://www.bbe.caltech.edu/people/lior-s-pachter"},{"candidate_id":"ex-shekhar","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare cell-population representations using donor-held-out rather than random-cell splits using a public donor- and age-stratified single-cell aging dataset with a predefined stress signature. Compare population stability and held-out prediction error with a batch-aware age-only predictor.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Karthik Shekhar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Orr Levy's single-cell multi-omics, biological network analysis can be paired with Karthik Shekhar's documented computational biology and genomics, neuroscience for aging-resilience stress maps across cell types. The specific contribution is genomic and neural population modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s05","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-uhler","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Construct a small synthetic structural causal model with age, donor effects, stress expression and one prespecified intervention on a stress regulator. Fit an associational predictor and a causal-model estimator to the same observational samples, then compare their predictions against the simulator's held-out intervention truth. Report error under misspecified confounding; make no causal claim from archival expression alone.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal modelling offers an ageing/stress hypothesis test, but observational ageing data do not supply intervention ground truth; initial feasibility is limited to a declared synthetic model. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Causal modelling offers an ageing/stress hypothesis test, but observational ageing data do not supply intervention ground truth; initial feasibility is limited to a declared synthetic model. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Orr Levy with Caroline Uhler: Causal modelling offers an ageing/stress hypothesis test, but observational ageing data do not supply intervention ground truth; initial feasibility is limited to a declared synthetic model.","score":8,"source_ids":["a-s05","c-s33","pxe-s-uhler"],"url":"https://jclinic.mit.edu/team-member/caroline-uhler/"},{"candidate_id":"ex-chen","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Audit for an ageing tissue dataset containing counts, spatial coordinates and donor/age metadata. Until all are confirmed, simulate spatial counts with planted age-associated neighborhoods. Compare coordinate-aware and coordinate-free neighborhood assignment on the same counts; computationally jitter coordinates and report recovery of planted neighborhoods and sensitivity to registration error.","identity_condition":"verified-profiles","institution":"Broad Institute of MIT and Harvard","name":"Fei Chen","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Spatial analysis is conditional on coordinates and relevant age metadata; it complements ageing profiling through a separate spatial branch rather than an age-only prediction control. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Spatial analysis is conditional on coordinates and relevant age metadata; it complements ageing profiling through a separate spatial branch rather than an age-only prediction control. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Orr Levy with Fei Chen: Spatial analysis is conditional on coordinates and relevant age metadata; it complements ageing profiling through a separate spatial branch rather than an age-only prediction control.","score":7,"source_ids":["a-s05","b-s14","pxe-s-chen"],"url":"https://www.broadinstitute.org/bios/fei-chen"},{"candidate_id":"ex-quake","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Use a declared count-generation model with cell identities, transcript abundance, capture probability, doublets and ambient RNA. Simulate capture and contamination changes, then run the same ageing/stress predictor on all generated count matrices. Compare signature bias and variance against an ideal-capture control at matched cell counts. Physical dilution or cell isolation requires a later new-sample protocol.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Stephen Quake","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Single-cell measurement expertise can motivate a capture-bias sensitivity study; archived data cannot undergo physical dilution and do not establish capture efficiency. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Single-cell measurement expertise can motivate a capture-bias sensitivity study; archived data cannot undergo physical dilution and do not establish capture efficiency. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Orr Levy with Stephen Quake: Single-cell measurement expertise can motivate a capture-bias sensitivity study; archived data cannot undergo physical dilution and do not establish capture efficiency.","score":7,"source_ids":["a-s05","pxe-s-quake"],"url":"https://profiles.stanford.edu/stephen-quake"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Reanalyse one open single-cell ageing dataset with cell-type stratification; test held-out state discrimination against composition-only baselines.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o04. No strictly higher-scoring candidate displaces this original. The test is computationally bounded; predictive associations do not establish an ageing mechanism. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's multi-omics network models and Kalisky's cell-state biology meet on whether ageing-associated failure signals survive cell-composition adjustment.","researcher_id":"r21","score":10,"source_ids":["a-s05","a-s06","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: On an open spatial transcriptomics dataset, compare network-failure indicators before and after shuffling spatial coordinates while controlling cell composition.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o04. Higher-scoring r21 (10/10) precedes this original; its own rank reflects the following limitation: Direct ageing-network and spatial-measurement complementarity is strong; causal ageing interpretation requires suitable longitudinal or perturbation evidence. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's network-failure hypotheses and Alon's spatial sequencing can connect molecular state with tissue neighbourhoods instead of averaging cells together.","researcher_id":"r18","score":9,"source_ids":["a-s05","a-s06","b-s11","b-s12"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Generate networks with known failure cascades and compare temporal fingerprints with static coupling estimates on warning time and false alarms.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Temporal identity-matching methods are a transferable modelling idea, not evidence of biological mechanism. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's failure coupling in biological networks and Somin's temporal graph analysis share a question about early warning before coordinated failure.","researcher_id":"r19","score":9,"source_ids":["a-s05","a-s06","b-s15","b-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Perturb a public biological network while preserving degree and compare a constrained model with an unconstrained generator on held-out failure prediction.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Biological plausibility checks must come from Levy's domain model rather than graph validity alone. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's biological generative-network models give Fetaya a concrete test of geometric constraints and adversarial robustness.","researcher_id":"r22","score":9,"source_ids":["a-s05","a-s06","b-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Hold out one open biological cohort and compare calibrated predictions with a simple feature baseline on error and abstention.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Cohort associations and predictive uncertainty are not evidence of ageing interventions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy can define single-cell and microbiome prediction targets while Goldberger evaluates calibration under dataset shift.","researcher_id":"r23","score":9,"source_ids":["a-s05","a-s06","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Profile a public biological-network kernel and compare memory-centric and conventional execution models on traffic, runtime and preserved rankings.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A kernel must be shown memory-bound before accelerator relevance is claimed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's multi-omics computations can supply a biologically meaningful workload for Yavits's memory-centric architecture.","researcher_id":"r32","score":9,"source_ids":["a-s05","a-s06","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Hold out one public ageing cohort and compare an uncertainty-aware model with a sparse network baseline on calibration and stability of ranked signals.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 7/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o04. An added candidate, r19 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Shavit's complex-biology interests are announced; avoid assuming a validated biological model or available new laboratory. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy can define a biological network failure target and Shavit can propose multimodal models whose uncertainty is tested under study shifts.","researcher_id":"r39","score":8,"source_ids":["a-s05","a-s06","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Simulate targeted versus random removal on a culture-inspired graph and compare connectivity loss at matched density.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Graph resilience may not correspond to viable neuronal function; physical and physiological checks are needed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's network-failure model can formalize a resilience question for Shefi's engineered neural networks.","researcher_id":"r03","score":7,"source_ids":["a-s05","a-s06","a-s08"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare the same perturbation statistic on synthetic cellular and neural graphs, controlling degree and density; report failures of transfer.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Similar graph structure does not imply a common ageing or cognitive mechanism. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's biological network-failure methods and Erez's brain-network analyses could test whether network resilience measures are robust across biological scales.","researcher_id":"r09","score":7,"source_ids":["a-s05","a-s06","a-s28","a-s29"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On an open single-cell dataset, compare target-marker neighbourhood structure with a composition-only model under held-out samples.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. This generates targeting hypotheses only; uptake, biodistribution and efficacy require separate experiments. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's biological-network models could test whether heterogeneity relevant to Popovtzer's targeting probes follows cell-state networks rather than mean marker levels.","researcher_id":"r16","score":7,"source_ids":["a-s05","a-s06","b-s04","b-s05"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Bounded searches used Orr Levy plus Or Levy/Yale/aging disambiguation and the official biological-networks profile. No inspected patent source was attributable in this run. This is not a finding of no patents: generic Levy/Or matches and biological-paper citations cannot establish inventorship, and no worldwide inventor export or CV patent appendix was audited.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Orr Levy\" patent inventor","url":"https://www.google.com/search?q=%22Orr%20Levy%22%20patent%20inventor"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Orr Levy\" patents inventor biology","url":"https://www.google.com/search?q=%22Orr%20Levy%22%20patents%20inventor%20biology"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"(\"Or Levy\" OR \"Orr Levy\") patent inventor aging Yale","url":"https://www.google.com/search?q=(%22Or%20Levy%22%20OR%20%22Orr%20Levy%22)%20patent%20inventor%20aging%20Yale"},{"access":"read","observation":"Official Orr Levy profile describes biological networks, gene regulation, aging, microbiome and computational methods. Its inspected overview identifies research output but provides no inventor identifiers usable for this run.","query":"Document inspection: Orr Levy","url":"https://cris.biu.ac.il/en/persons/orr-levy/"}]},"researcher_id":"r02","review_status":"partial"},"r03":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-schmidt","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Compare neurite orientation and viability in a small in-vitro scaffold panel before and after bounded magnetic actuation.","identity_condition":"verified-profiles","institution":"University of Florida","name":"Christine Schmidt","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Schmidt's official profile describes neural regeneration and conductive or natural biomaterials, complementing Shefi's neuronal guidance and magnetic-control methods; this is a proposed match only.","score":9,"source_ids":["a-s08","a-s11","pxe-s-schmidt"],"url":"https://bme.ufl.edu/people/faculty/name/christine-schmidt/"},{"candidate_id":"ex-mooney","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Vary one material cue while holding geometry and biochemical loading fixed in a designed culture experiment using a small planned magnetically patterned neural-scaffold culture or its physical surrogate. Compare cell response, adhesion and viability with the same scaffold without magnetic patterning.","identity_condition":"verified-profiles","institution":"Harvard University","name":"David J. Mooney","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Orit Shefi's neuronal patterning, three-dimensional cell culture can be paired with David J. Mooney's documented cell-responsive biomaterials, mechanobiology for magnetically addressable living nerve-repair scaffolds. The specific contribution is biochemical and mechanical cues at cell-material interfaces; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s08","pxe-s-mooney"],"url":"https://wyss.harvard.edu/team/core-faculty/david-mooney/"},{"candidate_id":"ex-boyden","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Design a small optical-label/perturbation comparison with an independent imaging reference using a small planned magnetically patterned neural-scaffold culture or its physical surrogate. Compare cellular registration error, multiplexing crosstalk and measurement perturbation with the same scaffold without magnetic patterning.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Ed Boyden","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Orit Shefi's neuronal patterning, three-dimensional cell culture can be paired with Ed Boyden's documented optogenetics, expansion microscopy for magnetically addressable living nerve-repair scaffolds. The specific contribution is optical perturbation and high-resolution cellular readout; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s08","pxe-s-boyden"],"url":"https://mcgovern.mit.edu/profile/ed-boyden/"},{"candidate_id":"ex-hammond","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare two polymer-layer orders at fixed total loading and surface area using a small planned magnetically patterned neural-scaffold culture or its physical surrogate. Compare release kinetics, nonspecific adhesion and batch variability with the same scaffold without magnetic patterning.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Paula Hammond","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The official page has differing leadership titles in its header and biography; only MIT affiliation is asserted.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Orit Shefi's neuronal patterning, three-dimensional cell culture can be paired with Paula Hammond's documented layer-by-layer nanoparticles, staged drug delivery for magnetically addressable living nerve-repair scaffolds. The specific contribution is layered particle or coating design; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s08","b-s07","pxe-s-hammond"],"url":"https://ki.mit.edu/people/faculty/paula-hammond"},{"candidate_id":"ex-ingber","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Design a microfluidic or organ-chip challenge with controlled shear and matched surface controls using a small planned magnetically patterned neural-scaffold culture or its physical surrogate. Compare flow-dependent adhesion, permeability and toxicity proxies with the same scaffold without magnetic patterning.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Donald E. Ingber","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Orit Shefi's neuronal patterning, three-dimensional cell culture can be paired with Donald E. Ingber's documented organ chips, mechanobiology for magnetically addressable living nerve-repair scaffolds. The specific contribution is flow and tissue interfaces under controlled conditions; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s08","pxe-s-ingber"],"url":"https://wyss.harvard.edu/team/core-faculty/donald-ingber/"},{"candidate_id":"ex-langer","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare two carrier formulations at equal loading through a release-and-stability time course using a small planned magnetically patterned neural-scaffold culture or its physical surrogate. Compare release profile, active-payload retention and batch variability with the same scaffold without magnetic patterning.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Robert S. Langer","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Orit Shefi's neuronal patterning, three-dimensional cell culture can be paired with Robert S. Langer's documented controlled drug delivery, polymer and lipid materials for magnetically addressable living nerve-repair scaffolds. The specific contribution is controlled release and formulation stability; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s08","pxe-s-langer"],"url":"https://ki.mit.edu/people/faculty/robert-langer"},{"candidate_id":"ex-lewis","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare two printable surrogate geometries before selecting a biological or conducting formulation using a small planned magnetically patterned neural-scaffold culture or its physical surrogate. Compare geometric fidelity, connectivity and manufacturing variability with the same scaffold without magnetic patterning.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Jennifer A. Lewis","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Orit Shefi's neuronal patterning, three-dimensional cell culture can be paired with Jennifer A. Lewis's documented functional inks, multi-material three-dimensional printing for magnetically addressable living nerve-repair scaffolds. The specific contribution is geometry controlled by printable functional materials; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s08","pxe-s-lewis"],"url":"https://wyss.harvard.edu/team/core-faculty/jennifer-lewis/"},{"candidate_id":"ex-mitragotri","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare carrier-associated and free-payload transport in a defined barrier model with matched dose using a small planned magnetically patterned neural-scaffold culture or its physical surrogate. Compare transfer efficiency, retained activity and nonspecific uptake with the same scaffold without magnetic patterning.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Samir Mitragotri","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Orit Shefi's neuronal patterning, three-dimensional cell culture can be paired with Samir Mitragotri's documented drug delivery, biological barriers for magnetically addressable living nerve-repair scaffolds. The specific contribution is transport across biological barriers; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s08","pxe-s-mitragotri"],"url":"https://wyss.harvard.edu/team/core-faculty/samir-mitragotri/"},{"candidate_id":"ex-aizenberg","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Contrast static and responsive surface designs under a controlled environmental perturbation using a small planned magnetically patterned neural-scaffold culture or its physical surrogate. Compare surface response, reversibility and fouling or adhesion change with the same scaffold without magnetic patterning.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Joanna Aizenberg","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Orit Shefi's neuronal patterning, three-dimensional cell culture can be paired with Joanna Aizenberg's documented adaptive bioinspired surfaces, surface chemistry for magnetically addressable living nerve-repair scaffolds. The specific contribution is adaptive interfacial chemistry; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s08","a-s15","pxe-s-aizenberg"],"url":"https://aizenberglab.seas.harvard.edu/people/joanna-aizenberg"},{"candidate_id":"ex-chien","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Model a proposed scaffold-culture chamber with a two-electrode impedance readout and an explicitly assumed mapping between cell coverage and impedance. Hold scaffold geometry and magnetic pattern fixed; compare differential versus single-channel readout under identical synthetic impedance trajectories and drift. Measure coverage-estimation error against known model truth, including an empty-chamber control. Stop if no defensible impedance-to-coverage mapping is available.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jun-Chau Chien","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Biosensor readout could complement scaffold assessment, but impedance is only a provisional coverage proxy and does not establish neural growth or a magnetic-patterning benefit. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Biosensor readout could complement scaffold assessment, but impedance is only a provisional coverage proxy and does not establish neural growth or a magnetic-patterning benefit. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Orit Shefi with Jun-Chau Chien: Biosensor readout could complement scaffold assessment, but impedance is only a provisional coverage proxy and does not establish neural growth or a magnetic-patterning benefit.","score":6,"source_ids":["a-s08","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Specify a neural-culture panel with matched particle exposure and geometry controls; compare uptake, viability and neurite alignment.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Targeted delivery and regenerative benefit are not assumed; particle and culture compatibility must be established. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's regenerative neural interfaces and Popovtzer's targeted nanoprobes can separate cell organization from nanoparticle uptake.","researcher_id":"r16","score":9,"source_ids":["a-s08","b-s04","b-s05"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Use an existing spatial neural dataset to freeze geometry-linked transcript endpoints for a later patterned-culture comparison.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Expansion and culture compatibility must be tested before collecting new sequencing data. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's engineered neural geometry and Alon's spatial sequencing offer a way to test whether controlled organization changes local molecular state.","researcher_id":"r18","score":9,"source_ids":["a-s08","b-s11","b-s12"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Specify a small perturbation/control panel and analyse a relevant open single-cell reference for state markers and composition confounding.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The selected culture model needs biological qualification; predicted state shifts are not nerve repair. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi can define a regenerative-culture perturbation and Kalisky can distinguish altered cell states from simple shifts in cell abundance.","researcher_id":"r21","score":9,"source_ids":["a-s08","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Before new culture work, specify one neurite-orientation perturbation and simulate whether candidate electrophysiological network measures distinguish it from density changes.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r16 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Erez's human-neuroscience methods do not automatically validate a culture assay; the structure-to-function bridge needs qualification. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi can define structural perturbations in engineered neural cultures and Erez can formulate network-function measures that avoid equating growth with cognition.","researcher_id":"r09","score":8,"source_ids":["a-s08","a-s28","a-s29"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Generate a known-geometry 3D phantom or use existing labelled culture images to compare reconstruction error with conventional microscopy.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Resolution improvement must preserve viability and avoid unsupported functional interpretation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's three-dimensional neural cultures provide controlled structures for Zalevsky's super-resolution and biomedical imaging.","researcher_id":"r36","score":8,"source_ids":["a-s08","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: On an existing approved or openly licensed culture-image set, compare a transparent morphology baseline with a calibrated model under illumination shifts.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r23: Conditional later role: evaluate uncertainty after a reference dataset and transparent signal-analysis baseline exist.","ranking_note":"Rank 6/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r16 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A reference dataset and image-level ground truth are prerequisites; do not equate predicted morphology with neuronal function. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi supplies interpretable culture structure and perturbation labels while Goldberger can test uncertainty in image-derived growth measurements.","researcher_id":"r23","score":7,"source_ids":["a-s08","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Simulate targeted versus random removal on a culture-inspired graph and compare connectivity loss at matched density.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Graph resilience may not correspond to viable neuronal function; physical and physiological checks are needed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's network-failure model can formalize a resilience question for Shefi's engineered neural networks.","researcher_id":"r02","score":7,"source_ids":["a-s05","a-s06","a-s08"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare patterned adhesive and non-adhesive regions in a proposed coupon assay; predefine neurite coverage, off-target attachment and viability endpoints.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Antifouling cannot be assumed compatible with cell viability or desired adhesion. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's cell-culture interfaces and Tesler's anti-adhesion surfaces create a testable tension between desired neural attachment and unwanted fouling.","researcher_id":"r04","score":7,"source_ids":["a-s08","a-s12","a-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Specify a culture-supernatant assay with magnetic-handling and no-handling controls; measure spike recovery and background.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Shared use of magnetism does not guarantee compatible particles, forces or biological conditions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's magnetic cell manipulation and Danielli's magnetic-optical detection could separate handling effects from a soluble biomarker readout.","researcher_id":"r14","score":7,"source_ids":["a-s08","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":1,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Write a forward model for one proposed culture observable and compare expected signal change with a realistic noise floor; stop if no observable maps to function.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r13: Conditional role: assess readout feasibility only if a defined optical/acoustic observable maps to the target functional signal in the chosen culture model.","ranking_note":"Rank 10/10; fit 6/10 (2 topic overlap + 3 complementarity + 1 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r16 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The original optical role is retained at low feasibility because blood-flow expertise may not transfer to an avascular culture model. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's neural cultures could supply a controlled geometry for Ozana to assess an optical or acoustic observable, but cerebral perfusion is not a culture-function readout.","researcher_id":"r13","score":6,"source_ids":["a-s08","a-s41","a-s42"]}],"patents":{"coverage":"partial","note":"Original US20190046692A1 remains. The bounded resolving pass directly inspected and added grant US11623025B2, naming Orit Shefi and Merav Antman-Passig, published 2023-04-11; observed Google Family ID 59686084. It is retained as another publication, not counted as a new unique invention. US11083907B2 was inspected and lists Johannes Dapprich and Karl P. Dresdner Jr., not Shefi; a cited Shefi paper is not inventorship. One additional grant publication is now included; no assertion of a new unique invention. Searches were name-based, not restricted to Bar-Ilan; UCSD/Tel-Aviv career periods were not exhaustively audited.","records":[{"assignee":"Bar Ilan University","attribution_note":"The exact inventor Orit SHEFI appears with Merav ANTMAN-PASSIG on the inspected neural/cell-guidance tissue-repair publication, matching the retained baseline researcher and subject. This grant is included despite the previously retained cell-guidance application; publication count is not a count of unique inventions.","claim_ids":["pxa-c-r03-US11623025B2"],"family_key":"google-family:59686084","identifier":"US11623025B2","original":false,"publication_date":"2023-04-11","source_ids":["pxa-s-US11623025B2"],"title":"Methods and kits for guiding growth of cells or cell components and uses thereof in tissue repair","url":"https://patents.google.com/patent/US11623025B2/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US20190046692A1","original":true,"publication_date":null,"source_ids":["a-s10"],"title":"Methods and kits for guiding growth of cells or cell processes for tissue repair","url":"https://patents.google.com/patent/US20190046692A1/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Orit Shefi\" patents","url":"https://www.google.com/search?q=%22Orit%20Shefi%22%20patents"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Orit Shefi\" site:patents.google.com/patent","url":"https://www.google.com/search?q=%22Orit%20Shefi%22%20site%3Apatents.google.com%2Fpatent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Orit Shefi\" inventor patents","url":"https://www.google.com/search?q=%22Orit%20Shefi%22%20inventor%20patents"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Orit Shefi\" \"patents\" -site:researchgate.net","url":"https://www.google.com/search?q=%22Orit%20Shefi%22%20%22patents%22%20-site%3Aresearchgate.net"},{"access":"read","observation":"Bibliographic record US11083907B2; title: Superparamagnetic particle scaffold for regenerating damaged neural tissue; inventor field: Johannes Dapprich; Karl P Dresdner, Jr.; publication date: 2021-08-10; listed assignee field: Neuropair Inc; application: US:15/731,789. Google family ID: 61282309.","query":"Document inspection: US11083907B2 — Superparamagnetic particle scaffold for regenerating damaged neural tissue","url":"https://patents.google.com/patent/US11083907B2/en"},{"access":"read","observation":"Publication US11623025B2; title: Methods and kits for guiding growth of cells or cell components and uses thereof in tissue repair; inventors: Orit SHEFI; Merav ANTMAN-PASSIG; publication date: 2023-04-11; original-assignee metadata: Bar Ilan University; application US:16/078,413; Google Family ID=59686084. Access date uses UTC: 2026-09-07 (Europe/Madrid local date 2026-09-08).","query":"Bounded resolving pass: US11623025B2","url":"https://patents.google.com/patent/US11623025B2/en"}]},"researcher_id":"r03","review_status":"partial"},"r04":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-aizenberg","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Cycle coated coupons across two bounded flow regimes and measure deposit coverage, lubricant retention and recovery after each change.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Joanna Aizenberg","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Original patent evidence a-s14 names both Tesler and Aizenberg; this may extend an existing inventive connection. No current project or willingness is established.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Aizenberg's official profile spans biomimetics, surface chemistry and adaptive materials, complementing Tesler's anti-fouling characterization; this is a capability match and does not imply present willingness.","score":9,"source_ids":["a-s12","a-s14","a-s15","pxe-s-aizenberg"],"url":"https://aizenberglab.seas.harvard.edu/people/joanna-aizenberg"},{"candidate_id":"ex-vollmer","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Compare contaminated and clean surfaces through repeated wetting and abrasion cycles using coated test coupons exposed to changing flow, salinity and fouling challenge. Compare adhesion force, cleaning efficiency and durability with an unresponsive coating with the same initial surface chemistry.","identity_condition":"verified-profiles","institution":"Max Planck Institute for Polymer Research","name":"Doris Vollmer","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alexander Tesler's surface chemistry, nanostructured coatings can be paired with Doris Vollmer's documented wetting and adhesion, stable self-cleaning coatings for adaptive anti-fouling surfaces for changing flow conditions. The specific contribution is adhesion, friction and self-cleaning stability; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s12","pxe-s-vollmer"],"url":"https://www.mpip-mainz.mpg.de/en/butt/groups/vollmer"},{"candidate_id":"ex-wong","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Compare liquid-infused and smooth control coupons under repeated flow/cleaning cycles using coated test coupons exposed to changing flow, salinity and fouling challenge. Compare lubricant loss, contact-angle hysteresis and retained antifouling effect with an unresponsive coating with the same initial surface chemistry.","identity_condition":"verified-profiles","institution":"The Pennsylvania State University","name":"Tak-Sing Wong","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alexander Tesler's surface chemistry, nanostructured coatings can be paired with Tak-Sing Wong's documented liquid-infused slippery surfaces, interfacial phenomena for adaptive anti-fouling surfaces for changing flow conditions. The specific contribution is slippery-surface retention and manufacture; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s12","pxe-s-wong"],"url":"https://www.matse.psu.edu/directory/tak-sing-wong"},{"candidate_id":"ex-hammond","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Reverse the order of two polymer layers while matching thickness using coated test coupons exposed to changing flow, salinity and fouling challenge. Compare surface charge, protein adsorption and wetting stability with an unresponsive coating with the same initial surface chemistry.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Paula Hammond","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test. The official page has differing leadership titles in its header and biography; only MIT affiliation is asserted.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alexander Tesler's surface chemistry, nanostructured coatings can be paired with Paula Hammond's documented layer-by-layer nanoparticles, staged drug delivery for adaptive anti-fouling surfaces for changing flow conditions. The specific contribution is layer-order control of surface charge; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s12","b-s07","pxe-s-hammond"],"url":"https://ki.mit.edu/people/faculty/paula-hammond"},{"candidate_id":"ex-ingber","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Design a microfluidic or organ-chip challenge with controlled shear and matched surface controls using coated test coupons exposed to changing flow, salinity and fouling challenge. Compare flow-dependent adhesion, permeability and toxicity proxies with an unresponsive coating with the same initial surface chemistry.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Donald E. Ingber","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alexander Tesler's surface chemistry, nanostructured coatings can be paired with Donald E. Ingber's documented organ chips, mechanobiology for adaptive anti-fouling surfaces for changing flow conditions. The specific contribution is flow and tissue interfaces under controlled conditions; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s12","pxe-s-ingber"],"url":"https://wyss.harvard.edu/team/core-faculty/donald-ingber/"},{"candidate_id":"ex-langer","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare two polymer coating formulations through a matched wash-and-soak protocol using coated test coupons exposed to changing flow, salinity and fouling challenge. Compare coating retention, leaching and surface fouling with an unresponsive coating with the same initial surface chemistry.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Robert S. Langer","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 6/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alexander Tesler's surface chemistry, nanostructured coatings can be paired with Robert S. Langer's documented controlled drug delivery, polymer and lipid materials for adaptive anti-fouling surfaces for changing flow conditions. The specific contribution is polymeric coating retention; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s12","pxe-s-langer"],"url":"https://ki.mit.edu/people/faculty/robert-langer"},{"candidate_id":"ex-lewis","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Simulate flow and particle attachment over two printable coupon geometries while holding coating chemistry, inlet particle concentration and flow rate fixed. Compare predicted surface coverage and pressure drop at matched exposed area; separately check printable feature limits. Use identical attachment-law assumptions and a smooth-geometry control, then vary the uncertain attachment parameters.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Jennifer A. Lewis","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Printing contributes a controlled geometry branch to fouling studies; shape and coating chemistry must not change simultaneously, and simulated adhesion needs later validation. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Printing contributes a controlled geometry branch to fouling studies; shape and coating chemistry must not change simultaneously, and simulated adhesion needs later validation. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexander Tesler with Jennifer A. Lewis: Printing contributes a controlled geometry branch to fouling studies; shape and coating chemistry must not change simultaneously, and simulated adhesion needs later validation.","score":7,"source_ids":["a-s12","pxe-s-lewis"],"url":"https://wyss.harvard.edu/team/core-faculty/jennifer-lewis/"},{"candidate_id":"ex-mitragotri","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare surface-bound protein adsorption and nonspecific cell adhesion under matched surface area using coated test coupons exposed to changing flow, salinity and fouling challenge. Compare adsorbed protein, adhesion and cytotoxicity with an unresponsive coating with the same initial surface chemistry.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Samir Mitragotri","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alexander Tesler's surface chemistry, nanostructured coatings can be paired with Samir Mitragotri's documented drug delivery, biological barriers for adaptive anti-fouling surfaces for changing flow conditions. The specific contribution is biological adhesion barriers; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s12","pxe-s-mitragotri"],"url":"https://wyss.harvard.edu/team/core-faculty/samir-mitragotri/"},{"candidate_id":"ex-mooney","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Vary one material cue while holding geometry and biochemical loading fixed in a designed culture experiment using coated test coupons exposed to changing flow, salinity and fouling challenge. Compare cell response, adhesion and viability with an unresponsive coating with the same initial surface chemistry.","identity_condition":"verified-profiles","institution":"Harvard University","name":"David J. Mooney","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alexander Tesler's surface chemistry, nanostructured coatings can be paired with David J. Mooney's documented cell-responsive biomaterials, mechanobiology for adaptive anti-fouling surfaces for changing flow conditions. The specific contribution is biochemical and mechanical cues at cell-material interfaces; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s12","pxe-s-mooney"],"url":"https://wyss.harvard.edu/team/core-faculty/david-mooney/"},{"candidate_id":"ex-ozcan","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Generate coupon micrographs with known attached-particle locations under controlled blur and illumination. Hold coupon geometry, coating and particle load fixed; compare conventional segmentation and computational reconstruction by particle-count error and false detections against that same ground truth. Repeat across synthetic fouling loads; do not interpret image-processing gain as coating efficacy.","identity_condition":"verified-profiles","institution":"University of California, Los Angeles","name":"Aydogan Ozcan","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test. Post-review scope: Computational imaging could improve the measurement of fouling; its appropriate control is another analysis method on identical images, not a different coating. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Computational imaging could improve the measurement of fouling; its appropriate control is another analysis method on identical images, not a different coating. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexander Tesler with Aydogan Ozcan: Computational imaging could improve the measurement of fouling; its appropriate control is another analysis method on identical images, not a different coating.","score":7,"source_ids":["a-s12","c-s22","pxe-s-ozcan"],"url":"https://samueli.ucla.edu/people/aydogan-ozcan/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare coated and uncoated assay-contact surfaces in a blank/spiked dilution panel on recovery and carryover.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The coating must not remove analyte or disrupt magnetic bead handling. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's fouling-resistant coatings could address nonspecific adsorption in Danielli's magnetic-optical biomarker assays.","researcher_id":"r14","score":8,"source_ids":["a-s12","a-s13","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Specify a small coating/probe panel and compare nonspecific protein binding with target-binding retention in an acellular assay.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Surface treatments may suppress both unwanted and desired binding. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's surface chemistry and Popovtzer's targeted nanoprobes meet on unintended protein adsorption versus retained targeting.","researcher_id":"r16","score":8,"source_ids":["a-s12","a-s13","b-s04","b-s05"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Sweep a deposited-layer thickness in a metasurface model and compare spectral drift before and after a proposed coating.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The coating's refractive index and stability need measurement. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler can characterize fouling at interfaces while Lewi models its effect on a metasurface's optical response.","researcher_id":"r20","score":8,"source_ids":["a-s12","a-s13","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Use a sensor-window phantom with controlled deposits and compare signal drift for coated and uncoated windows.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Optical transparency and coating longevity must be checked independently. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's antifouling interfaces could preserve the calibration of Zalevsky's fiber or biomedical optical sensing surfaces.","researcher_id":"r36","score":8,"source_ids":["a-s12","a-s13","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Compare coated and uncoated ceramic coupons in a defined salt solution; measure conductivity drift, deposit coverage and coating stability.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o07. An added candidate, r14 (8/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: An antifouling layer can block the very ionic transport needed for sensing; chemistry and readout must be selected first. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler can characterize fouling-resistant coatings while Sadia assesses ionic transport through a functional ceramic sensing interface.","researcher_id":"r10","score":7,"source_ids":["a-s12","a-s13","a-s31","a-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Use a coupon-derived or simulated drift series to compare a fixed estimator with a mismatch-aware estimator on bias and fault detection.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o07. An added candidate, r14 (8/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: No water-sensor hardware or common dataset is established; the surface-to-signal transfer function must be measured. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler supplies controlled surface-fouling perturbations and Amir Weiss can test calibration methods that reveal rather than conceal sensor drift.","researcher_id":"r33","score":7,"source_ids":["a-s12","a-s13","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare patterned adhesive and non-adhesive regions in a proposed coupon assay; predefine neurite coverage, off-target attachment and viability endpoints.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Antifouling cannot be assumed compatible with cell viability or desired adhesion. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's cell-culture interfaces and Tesler's anti-adhesion surfaces create a testable tension between desired neural attachment and unwanted fouling.","researcher_id":"r03","score":7,"source_ids":["a-s08","a-s12","a-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Design a two-coating nanocrystal panel with uncoated controls; measure brightness and spectral stability in one fixed medium.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No passivation chemistry or preserved quantum emission is assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's interface control could help Panfil distinguish colloidal-emitter surface quenching from changes in the emitting defect.","researcher_id":"r08","score":7,"source_ids":["a-s12","a-s13","a-s25","a-s26"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: For two bounded surface terminations, compare computed adsorption trends with published wetting or binding observations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. First-principles adsorption trends do not establish macroscopic antifouling efficacy. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's interfacial chemistry can define candidate surface structures for Goldzak Mizrahi's electronic-structure modelling.","researcher_id":"r41","score":7,"source_ids":["a-s12","a-s13","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a coated nonlinear waveguide and compare resonance drift, optical loss and tolerance to an added fouling layer.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Coating chemistry may be incompatible with the photonic fabrication process. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's coatings could protect an exposed Desiatov photonic interface, provided they do not destroy mode confinement.","researcher_id":"r42","score":7,"source_ids":["a-s12","a-s13","c-s39","c-s40"]}],"patents":{"coverage":"partial","note":"Two additional families: Yeda spiky metal structures and FAU silicone/fluorosilicone coatings. FAU's first-party CV establishes the same Technion/Weizmann/Harvard biography and coauthors Solomonov and Shimanovich, connecting the shorter Alexander Tesler inventor name. Original Harvard fluid-gating US10330218B2 remains; its WO2016130558A1 and US20180023728A1 variants intentionally omitted. Older same-name Avago/Guzik electronics records are unresolved and excluded, not assumed to be this researcher. No worldwide portfolio completeness claim.","records":[{"assignee":"Yeda Research and Development Co Ltd","attribution_note":"Inventor Alexander B. Tesler / Alexander Tesler is connected through the matching Technion–Weizmann–Harvard biography, surface-science subject and FAU portfolio/coauthors. Older electronics homonyms remain excluded.","claim_ids":["pxa-c-r04-US20240402165A1"],"family_key":"google-family:83457043","identifier":"US20240402165A1","original":false,"publication_date":"2024-12-05","source_ids":["pxa-s-US20240402165A1","pxa-s-tesler-bio","pxa-s-tesler-fau"],"title":"Spiky metal structures","url":"https://patents.google.com/patent/US20240402165A1/en","verification":"publication-inspected"},{"assignee":"Friedrich Alexander Universitaet Erlangen Nuernberg","attribution_note":"Inventor Alexander B. Tesler / Alexander Tesler is connected through the matching Technion–Weizmann–Harvard biography, surface-science subject and FAU portfolio/coauthors. Older electronics homonyms remain excluded.","claim_ids":["pxa-c-r04-WO2022207703A1"],"family_key":"google-family:75362414","identifier":"WO2022207703A1","original":false,"publication_date":"2022-10-06","source_ids":["pxa-s-WO2022207703A1","pxa-s-tesler-bio","pxa-s-tesler-fau"],"title":"Silicone- or fluorosilicone-coated solid substrates and process for their preparation","url":"https://patents.google.com/patent/WO2022207703A1/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US10330218B2","original":true,"publication_date":null,"source_ids":["a-s14"],"title":"Fluid-based gating mechanism with tunable multiphase selectivity and antifouling behavior","url":"https://patents.google.com/patent/US10330218B2/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Alexander Tesler\" patents","url":"https://www.google.com/search?q=%22Alexander%20Tesler%22%20patents"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Alexander B. Tesler\" patent","url":"https://www.google.com/search?q=%22Alexander%20B.%20Tesler%22%20patent"},{"access":"read","observation":"Bibliographic record WO2022207703A1; title: Silicone- or fluorosilicone-coated solid substrates and process for their preparation; inventor field: Alexander B. TESLER; Wolfgang H. GOLDMANN; Lucia H. PRADO; Lena FISCHER; Anca MAZARE; Sannakaisa Virtanen; Marat M. KHUSNIYAROV; Ingo THIEVESSEN; publication date: 2022-10-06; listed assignee field: Friedrich Alexander Universitaet Erlangen Nuernberg; application: PC:T/EP2022/058409. Google family ID: 75362414.","query":"Document inspection: WO2022207703A1 — Silicone- or fluorosilicone-coated solid substrates and process for their preparation","url":"https://patents.google.com/patent/WO2022207703A1/en"},{"access":"read","observation":"Official Alexander Tesler profile identifies Technion chemical-engineering degrees, a Weizmann chemistry PhD with Israel Rubinstein, Harvard postdoctoral work, and slippery/anti-fouling surface research.","query":"Document inspection: Alexander Tesler","url":"https://cris.biu.ac.il/en/persons/alexander-tesler/"},{"access":"read","observation":"FAU's Alexander Tesler profile matches the Technion/Weizmann/Harvard career and names his silicone/fluorosilicone coating patents WO2022207703A1 and EP4067448A1. Its 2023 publications list Flexible Soft-Printed Polymer Films with Tunable Plasmonic Properties with Aleksei Solomonov, Alexander B. Tesler and Ulyana Shimanovich, connecting the shorter inventor name on the spiky-metals patent.","query":"Document inspection: Alexander Tesler – Biophysics Group","url":"https://bio.physik.fau.de/team/alexander-tesler/"},{"access":"read","observation":"Bibliographic record US20240402165A1; title: Spiky metal structures; inventor field: Ulyana Shimanovich; Aleksei V. SOLOMONOV; Alexander Tesler; publication date: 2024-12-05; listed assignee field: Yeda Research and Development Co Ltd; application: US:18/688,809. Google family ID: 83457043.","query":"Document inspection: US20240402165A1 — Spiky metal structures","url":"https://patents.google.com/patent/US20240402165A1/en"}]},"researcher_id":"r04","review_status":"partial"},"r05":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-piech","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":true,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, draft one prototype-task rubric and score ten synthetic responses with known error types. Compare agreement with an independently authored answer key; a later human-annotation pilot requires confirmed evaluators. The provisional subject could coordinate materials if that role is confirmed, not supply teaching or algorithmic expertise.","identity_condition":"requires-confirmation","institution":"Stanford University","name":"Chris Piech","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: The proposed bridge is conditional coordination of an evaluation exercise with an education-method lead; neither researcher identity nor teaching expertise is established for the subject. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 1/10 after semantic revision; analyst score 5 = max(1, 1+2+2): topic overlap 1/4, complementarity 2/3, feasible first test 2/3. The proposed bridge is conditional coordination of an evaluation exercise with an education-method lead; neither researcher identity nor teaching expertise is established for the subject. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Piech's Stanford profile combines computer science, AI and research on how people learn, complementing the observed instructional and prototyping role; this is a proposed match only.","score":5,"source_ids":["a-s16","a-s17","a-s18","pxe-s-piech"],"url":"https://ed.stanford.edu/about/community/christopher-piech"},{"candidate_id":"ex-brynjolfsson","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, specify an assistance-on/off task workflow using ten synthetic task logs with separate execution, verification and rework times. Compare the same quality-adjusted-time formula across arms and test sensitivity to error penalties. Do not estimate real productivity or skill-group effects from these logs.","identity_condition":"requires-confirmation","institution":"Stanford University","name":"Erik Brynjolfsson","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Conditional task-workflow coordination is closer to the stated prototype context than an algorithm contribution, but real productivity evaluation requires a separate study lead and protocol. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 2/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Conditional task-workflow coordination is closer to the stated prototype context than an algorithm contribution, but real productivity evaluation requires a separate study lead and protocol. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexandra Simonovsky with Erik Brynjolfsson: Conditional task-workflow coordination is closer to the stated prototype context than an algorithm contribution, but real productivity evaluation requires a separate study lead and protocol.","score":4,"source_ids":["a-s16","a-s17","a-s24","pxe-s-brynjolfsson"],"url":"https://digitaleconomy.stanford.edu/person/erik-brynjolfsson/"},{"candidate_id":"ex-gal","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":0},"existing":false,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, make a toy response table with answer labels and stipulated confidence values, compare temperature calibration with unchanged confidence on a held-out subset, and report calibration error and abstention risk. The subject's possible role is arranging the evaluation artifacts after confirmation; model design belongs to the scientific lead.","identity_condition":"requires-confirmation","institution":"University of Oxford","name":"Yarin Gal","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Uncertainty evaluation is a conditional technical work package that could be coordinated; the available subject evidence supplies no machine-learning expertise. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 3/10 after semantic revision; analyst score 4 = max(1, 0+2+2): topic overlap 0/4, complementarity 2/3, feasible first test 2/3. Uncertainty evaluation is a conditional technical work package that could be coordinated; the available subject evidence supplies no machine-learning expertise. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexandra Simonovsky with Yarin Gal: Uncertainty evaluation is a conditional technical work package that could be coordinated; the available subject evidence supplies no machine-learning expertise.","score":4,"source_ids":["a-s16","a-s17","b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-jurafsky","components":{"complementarity":1,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, construct ten paired prompts with identical supporting passages but different politeness or social framing and an answer key. Compare supported-answer consistency with unchanged prompts, keeping model and decoding settings fixed. A language-method lead must review whether the wording pairs preserve meaning.","identity_condition":"requires-confirmation","institution":"Stanford University","name":"Dan Jurafsky","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The official page lists sabbatical during 2026-2027; availability is not inferred. Post-review scope: A language-evaluation materials role may fit a confirmed coordination brief, while linguistic validity and model interpretation require a separate qualified lead. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 4/10 after semantic revision; analyst score 4 = max(1, 1+1+2): topic overlap 1/4, complementarity 1/3, feasible first test 2/3. A language-evaluation materials role may fit a confirmed coordination brief, while linguistic validity and model interpretation require a separate qualified lead. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexandra Simonovsky with Dan Jurafsky: A language-evaluation materials role may fit a confirmed coordination brief, while linguistic validity and model interpretation require a separate qualified lead.","score":4,"source_ids":["a-s16","a-s17","pxe-s-jurafsky"],"url":"https://web.stanford.edu/~jurafsky/"},{"candidate_id":"ex-lapata","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, scope a document-synthesis task and annotate a tiny synthetic document set for source-supported propositions. Compare extractive and generative summaries using that same proposition key and input budget. Establish who can independently assess the annotations before claiming a usable evaluation.","identity_condition":"requires-confirmation","institution":"University of Edinburgh","name":"Mirella Lapata","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Document-evaluation coordination is a conditional role, but reliable source-labelled materials and expert assessment are not yet confirmed. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 5/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Document-evaluation coordination is a conditional role, but reliable source-labelled materials and expert assessment are not yet confirmed. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexandra Simonovsky with Mirella Lapata: Document-evaluation coordination is a conditional role, but reliable source-labelled materials and expert assessment are not yet confirmed.","score":4,"source_ids":["a-s16","a-s17","b-s47","pxe-s-lapata"],"url":"https://www.research.ed.ac.uk/en/persons/mirella-lapata/"},{"candidate_id":"ex-athey","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":0},"existing":false,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, write a toy randomized-task-assistance design with treatment defined as assistance on/off, outcome defined as time plus error penalties, and simulated assignment/outcomes. Check whether an average-effect estimator recovers a planted effect under attrition. This tests study-design bookkeeping, not benefits to actual participants.","identity_condition":"requires-confirmation","institution":"Stanford University","name":"Susan Athey","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: A causal study-design branch requires a confirmed research brief, scientific lead and participant protocol; the event-coordination evidence establishes no economics overlap. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 6/10 after semantic revision; analyst score 3 = max(1, 0+2+1): topic overlap 0/4, complementarity 2/3, feasible first test 1/3. A causal study-design branch requires a confirmed research brief, scientific lead and participant protocol; the event-coordination evidence establishes no economics overlap. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexandra Simonovsky with Susan Athey: A causal study-design branch requires a confirmed research brief, scientific lead and participant protocol; the event-coordination evidence establishes no economics overlap.","score":3,"source_ids":["a-s16","a-s17","pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"candidate_id":"ex-manning","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":0},"existing":false,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, build a small synthetic passage/assertion set with explicit entailment and contradiction labels. Compare lexical retrieval with an entailment-aware pipeline at equal candidate-set size by retrieval recall and unsupported-assertion rate. First confirm that a technical evidence-evaluation project and lead exist.","identity_condition":"requires-confirmation","institution":"Stanford University","name":"Christopher Manning","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: An entailment-engineering work package could be organized only under a confirmed technical brief; current subject evidence gives no NLP or algorithmic overlap. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 7/10 after semantic revision; analyst score 3 = max(1, 0+2+1): topic overlap 0/4, complementarity 2/3, feasible first test 1/3. An entailment-engineering work package could be organized only under a confirmed technical brief; current subject evidence gives no NLP or algorithmic overlap. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexandra Simonovsky with Christopher Manning: An entailment-engineering work package could be organized only under a confirmed technical brief; current subject evidence gives no NLP or algorithmic overlap.","score":3,"source_ids":["a-s16","a-s17","pxe-s-manning"],"url":"https://nlp.stanford.edu/~manning/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":1,"feasible_first_test":2,"topic_overlap":0},"existing":false,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, decide whether prototype execution has a scheduling bottleneck. If yes, simulate ten tasks with explicit arrival times, service demands and two workers; compare FIFO with shortest-job-first on the same trace by completion time and starvation. Treat this solely as execution infrastructure, not response-quality evaluation.","identity_condition":"requires-confirmation","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Scheduling is an indirect infrastructure contribution, not documented subject expertise or a substitute for evaluating prototype answers. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 3 = max(1, 0+1+2): topic overlap 0/4, complementarity 1/3, feasible first test 2/3. Scheduling is an indirect infrastructure contribution, not documented subject expertise or a substitute for evaluating prototype answers. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexandra Simonovsky with Michael Mitzenmacher: Scheduling is an indirect infrastructure contribution, not documented subject expertise or a substitute for evaluating prototype answers.","score":3,"source_ids":["a-s16","a-s17","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-carley","components":{"complementarity":1,"feasible_first_test":1,"topic_overlap":0},"existing":false,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, decide whether interaction-network analysis is actually in scope. If so, construct a tiny timestamped agent-message graph with planted duplicate-message bursts and matched activity rates; compare a burst detector with shuffled-time controls by planted-event detection error. Stop if the project has no meaningful interaction network.","identity_condition":"requires-confirmation","institution":"Carnegie Mellon University","name":"Kathleen M. Carley","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: A network-analysis branch is remote from documented event coordination and requires an explicitly chosen graph and event definition; no social-network research ability is inferred. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 2 = max(1, 0+1+1): topic overlap 0/4, complementarity 1/3, feasible first test 1/3. A network-analysis branch is remote from documented event coordination and requires an explicitly chosen graph and event definition; no social-network research ability is inferred. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexandra Simonovsky with Kathleen M. Carley: A network-analysis branch is remote from documented event coordination and requires an explicitly chosen graph and event definition; no social-network research ability is inferred.","score":2,"source_ids":["a-s16","a-s17","b-s17","pxe-s-carley"],"url":"https://www.cmu.edu/casos-center/people/carley.html"},{"candidate_id":"ex-wornell","components":{"complementarity":1,"feasible_first_test":1,"topic_overlap":0},"existing":false,"first_test":"Identity confirmation needed. Only after confirming the intended role and appointing a qualified scientific lead, define a concrete evidence-compression task before modelling it: binary proposition labels, source snippets and a fixed byte budget. On a small synthetic table compare selected snippets with uniform truncation by retained true propositions and false support. Stop unless a scientific lead accepts this decision model.","identity_condition":"requires-confirmation","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The inspected evidence supports event coordination only; it does not confirm AI/education research expertise. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Task-oriented compression is a distant conditional methods branch whose decision target remains to be agreed; coordination evidence does not establish information-theory ability. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 2 = max(1, 0+1+1): topic overlap 0/4, complementarity 1/3, feasible first test 1/3. Task-oriented compression is a distant conditional methods branch whose decision target remains to be agreed; coordination evidence does not establish information-theory ability. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alexandra Simonovsky with Gregory Wornell: Task-oriented compression is a distant conditional methods branch whose decision target remains to be agreed; coordination evidence does not establish information-theory ability.","score":2,"source_ids":["a-s16","a-s17","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"}],"internal":[{"components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After confirmation, prepare a voluntary workshop task and pre/post skill rubric using synthetic examples; pilot rubric clarity before recruitment.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 1/10; fit 5/10 (1 topic overlap + 2 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Simonovsky is proposed for coordination only; no research, teaching or people-analytics expertise is inferred. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirming Simonovsky's identity and role, her documented AI-agent event coordination could support a cohort protocol designed by Chalutz-Ben Gal for studying prototype use.","researcher_id":"r07","score":5,"source_ids":["a-s16","a-s17","a-s22","a-s23"]},{"components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, prepare synthetic prediction examples and test whether a common submission form captures errors and confidence consistently.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 2/10; fit 5/10 (1 topic overlap + 2 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Goldberger owns the scientific evaluation; no machine-learning specialization is inferred for Simonovsky. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky's event-coordination experience could support a prototype clinic with uncertainty-evaluation tasks designed by Goldberger.","researcher_id":"r23","score":5,"source_ids":["a-s16","a-s17","b-s26","b-s27"]},{"components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, package ten open-text summary tasks with source passages and pilot whether teams can submit auditable outputs.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 3/10; fit 5/10 (1 topic overlap + 2 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Event coordination is documented; NLP research capability and evaluator expertise are not established for Simonovsky. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate an agent-prototype exercise whose source-alignment task and scientific rubric are defined by Ernst.","researcher_id":"r28","score":5,"source_ids":["a-s16","a-s17","b-s44","b-s45","b-s46"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, prepare a toy agent exchange with fixed corruptions and a reproducibility checklist for completed tasks.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 4/10; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. The proposal uses coordination capability only; protocol theory and technical mentoring capability are not attributed to Simonovsky. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate an agent-prototype reliability workshop where Gelles defines message-corruption and correctness tests.","researcher_id":"r17","score":4,"source_ids":["a-s16","a-s17","b-s08","b-s09"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, package artificial coordination and non-coordination traces and pilot the clarity of labels and submission requirements.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 5/10; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. No real identity matching or inferred network-science expertise for Simonovsky is proposed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate a synthetic event-analysis challenge while Somin supplies the temporal-network task and evaluation.","researcher_id":"r19","score":4,"source_ids":["a-s16","a-s17","b-s15","b-s16"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, draft a sandboxed challenge with fixed benign corruptions and a scoring rubric; test the instructions on sample outputs.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 6/10; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. The technical evaluation belongs to Fetaya; coordination experience does not establish AI-safety research expertise. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate prototype submissions for a robustness challenge whose adversarial tasks are designed by Fetaya.","researcher_id":"r22","score":4,"source_ids":["a-s16","a-s17","b-s24"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, package a synthetic queue and fixed cost function; pilot a submission checklist that records cost and unmet demand.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 7/10; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. Coordination is the only evidenced Simonovsky capability; operational research and algorithm design are not assigned to her. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate an agent-prototype event where Singer supplies a resource-allocation simulation as the challenge.","researcher_id":"r24","score":4,"source_ids":["a-s16","a-s17","b-s30","b-s31"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, create a workshop brief around one synthetic bottleneck with a common event-log format and reproducibility checklist.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 8/10; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. The process model and scientific interpretation belong to Izack Cohen, not to an inferred Simonovsky research role. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could organize a bounded process-modelling prototype exercise specified by Izack Cohen.","researcher_id":"r29","score":4,"source_ids":["a-s16","a-s17","c-s01","c-s02"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, prepare a software-only workload brief and common latency/memory-report template; pilot whether submissions are comparable.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 9/10; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. No access to hardware, research appointment or computer-architecture expertise is inferred for Simonovsky. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate a reproducible prototype exercise using a small compute workload specified by Yavits.","researcher_id":"r32","score":4,"source_ids":["a-s16","a-s17","c-s08","c-s09"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, draft a fixed arrival-stream exercise and checklist for reporting regret and constraint violations before recruiting teams.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 10/10; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. This is conditional event participation, not evidence of algorithmic or economics expertise for Simonovsky. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate prototype teams around an online allocation problem designed by Ilan Cohen.","researcher_id":"r37","score":4,"source_ids":["a-s16","a-s17","c-s23","c-s24"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Identity remains provisional. The official Hebrew faculty page names Alexandra Simonovsky and exposes the Litinsky surname in its institutional alias; this is a search lead, not proof of another legal inventor identity. English Simonovsky/Litinsky/Litinski and Hebrew searches produced no inspected attributable patent. No inference of patent absence; full research identity and any prior affiliations/CV remain unresolved.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Alexandra Simonovsky\" patent OR \"Alexandra Litinsky\" patent","url":"https://www.google.com/search?q=%22Alexandra%20Simonovsky%22%20patent%20OR%20%22Alexandra%20Litinsky%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Alexandra Litinsky\" patent","url":"https://www.google.com/search?q=%22Alexandra%20Litinsky%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Alexandra\" \"Simonovsky\"","url":"https://www.google.com/search?q=%22Alexandra%22%20%22Simonovsky%22"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"(\"Alexandra Litinsky\" OR \"Alexandra Litinski\" OR \"אלכסנדרה סימנובסקי\") patent פטנט","url":"https://www.google.com/search?q=(%22Alexandra%20Litinsky%22%20OR%20%22Alexandra%20Litinski%22%20OR%20%22%D7%90%D7%9C%D7%9B%D7%A1%D7%A0%D7%93%D7%A8%D7%94%20%D7%A1%D7%99%D7%9E%D7%A0%D7%95%D7%91%D7%A1%D7%A7%D7%99%22)%20patent%20%D7%A4%D7%98%D7%A0%D7%98"},{"access":"read","observation":"The faculty page names Dr Alexandra Simonovsky in Hebrew and displays an institutional alias using Alexandra.Litinsky. It supplies no patent list or sufficiently detailed research biography; alias is only a disambiguation lead.","query":"Document inspection: סימנובסקי אלכסנדרה | הפקולטה להנדסה ע\"ש אלכסנדר קופקין","url":"https://engineering.biu.ac.il/node/14324"}]},"researcher_id":"r05","review_status":"partial"},"r06":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-calderbank","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare structured coding with a repetition baseline under a fixed corruption/noise model using a simulated distributed-sensor coded link with burst errors and intermittent users. Compare error rate, decoding cost and redundancy budget with fixed coded modulation or retransmission at the same energy budget.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ephraim Zehavi's coded modulation, MIMO signal processing can be paired with Robert Calderbank's documented space-time coding, quantum error correction for failure-tolerant coded links for distributed scientific sensors. The specific contribution is structured redundancy and error correction; this transfer is an analyst hypothesis.","score":10,"source_ids":["a-s19","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-erkip","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare two cooperative or non-cooperative link models with matched rate and power constraints using a simulated distributed-sensor coded link with burst errors and intermittent users. Compare outage probability, achievable rate and power sensitivity with fixed coded modulation or retransmission at the same energy budget.","identity_condition":"verified-profiles","institution":"New York University","name":"Elza Erkip","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ephraim Zehavi's coded modulation, MIMO signal processing can be paired with Elza Erkip's documented information theory, communication theory for failure-tolerant coded links for distributed scientific sensors. The specific contribution is wireless channel and reliability analysis; this transfer is an analyst hypothesis.","score":10,"source_ids":["a-s19","pxe-s-erkip"],"url":"https://engineering.nyu.edu/faculty/elza-erkip"},{"candidate_id":"ex-medard","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare a coded protocol or decoder with an uncoded/retransmission baseline under burst errors using a simulated distributed-sensor coded link with burst errors and intermittent users. Compare block-error rate and redundancy per successful computation with fixed coded modulation or retransmission at the same energy budget.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Muriel Medard","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ephraim Zehavi's coded modulation, MIMO signal processing can be paired with Muriel Medard's documented network coding, reliable communication for failure-tolerant coded links for distributed scientific sensors. The specific contribution is coding and decoding under communication errors; this transfer is an analyst hypothesis.","score":10,"source_ids":["a-s19","b-s39","pxe-s-medard"],"url":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard"},{"candidate_id":"ex-goldsmith","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Simulate a two-user coded link with a declared burst-interference process, fixed power budget and reproducible seeds. Compare an adaptive rate controller with a fixed-rate controller under the same channel realizations; report outage and recovery latency. Measured-trace replay and SDR work are later stages requiring verified trace and hardware access.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Adaptive wireless control closely complements coding expertise, but measured traces and an SDR platform have not been secured; begin with reproducible channel simulation. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. Adaptive wireless control closely complements coding expertise, but measured traces and an SDR platform have not been secured; begin with reproducible channel simulation. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original retained exactly at rank 4; preceding alternatives are Robert Calderbank (10; 4+3+3), Elza Erkip (10; 4+3+3), Muriel Medard (10; 4+3+3). Its first stage now has explicit unconfirmed platform, protocol or interface prerequisites; higher totals reflect the other scoped tests, not comparative researcher quality.","rationale":"Goldsmith's current Stony Brook profile documents wireless communication, information theory and signal processing, complementing Zehavi's coding and receiver work; this is a proposed match only.","score":9,"source_ids":["a-s19","a-s21","c-s07","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"candidate_id":"ex-haeupler","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Simulate message corruption and dropped participants with a fixed communication budget using a simulated distributed-sensor coded link with burst errors and intermittent users. Compare correct-completion rate and communication overhead with fixed coded modulation or retransmission at the same energy budget.","identity_condition":"verified-profiles","institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ephraim Zehavi's coded modulation, MIMO signal processing can be paired with Bernhard Haeupler's documented interactive coding, distributed algorithms for failure-tolerant coded links for distributed scientific sensors. The specific contribution is noise-resilient distributed protocols; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s19","b-s10","pxe-s-haeupler"],"url":"https://people.inf.ethz.ch/haeuplb/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a simulated distributed-sensor coded link with burst errors and intermittent users. Compare estimation error, calibration and bits per valid decision with fixed coded modulation or retransmission at the same energy budget.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ephraim Zehavi's coded modulation, MIMO signal processing can be paired with Gregory Wornell's documented signal processing, statistical inference for failure-tolerant coded links for distributed scientific sensors. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s19","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a simulated distributed-sensor coded link with burst errors and intermittent users. Compare tail latency, failure rate and sensitivity to the event distribution with fixed coded modulation or retransmission at the same energy budget.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ephraim Zehavi's coded modulation, MIMO signal processing can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for failure-tolerant coded links for distributed scientific sensors. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s19","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-rabaey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Replay two duty-cycle policies across the acquisition, compute and radio stages using a simulated distributed-sensor coded link with burst errors and intermittent users. Compare energy per valid result and recovery latency with fixed coded modulation or retransmission at the same energy budget.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jan M. Rabaey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Ephraim Zehavi's coded modulation, MIMO signal processing can be paired with Jan M. Rabaey's documented low-power integrated circuits, wireless sensor systems for failure-tolerant coded links for distributed scientific sensors. The specific contribution is acquisition, computation and radio power budgeting; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s04","a-s19","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-tse","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a decentralized or information-constrained algorithm with a centralized reference on a small reproducible workload using a simulated distributed-sensor coded link with burst errors and intermittent users. Compare communication cost, correctness and sensitivity to missing participants with fixed coded modulation or retransmission at the same energy budget.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed.","ranking_note":"Rank 9/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ephraim Zehavi's coded modulation, MIMO signal processing can be paired with David Tse's documented information-theoretic methods, decentralized systems for failure-tolerant coded links for distributed scientific sensors. The specific contribution is first-principles data and decentralized-system modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s19","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Generate a sparse multiuser channel matrix with pilot observations and additive noise. Compare a regularized linear channel estimator with least squares as pilot count and user count vary; hold code, decoder, power and channel realizations fixed. Report channel-estimation error and downstream block-error rate, including a perfect-channel-information reference.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: High-dimensional estimation can complement coded multiuser links through a named channel-estimation target; it must be evaluated within the same decoder, not against unrelated coded modulation. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. High-dimensional estimation can complement coded multiuser links through a named channel-estimation target; it must be evaluated within the same decoder, not against unrelated coded modulation. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Ephraim Zehavi with Andrea Montanari: High-dimensional estimation can complement coded multiuser links through a named channel-estimation target; it must be evaluated within the same decoder, not against unrelated coded modulation.","score":7,"source_ids":["a-s19","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Replay a synthetic burst-error channel through an interactive exchange and compare failure probability and latency with uncoded retransmission.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. No strictly higher-scoring candidate displaces this original. Interactive coding theory must be instantiated for the chosen channel rather than transferred from an incompatible noise model. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi can define a coded wireless channel while Gelles specifies an interactive protocol whose correctness survives message corruption.","researcher_id":"r17","score":9,"source_ids":["a-s19","a-s20","b-s08","b-s09"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare two coded-modulation decoders on a fixed synthetic channel, plotting achieved error rates against the relevant theoretical bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. No strictly higher-scoring candidate displaces this original. Strong topic overlap but overlapping coding roles reduce complementarity; no measured-channel dataset is presumed. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's coded-modulation practice and Somekh-Baruch's channel-coding theory directly meet on implementation penalties under decoder mismatch.","researcher_id":"r26","score":9,"source_ids":["a-s19","a-s20","b-s38"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare coded multiuser reception with orthogonal access in one fixed channel model on error rate and achievable throughput.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Similar communications expertise makes the roles partly overlapping. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's coded modulation and Zaidel's multiuser detection share an uplink reliability problem with coding and interference-analysis roles.","researcher_id":"r31","score":9,"source_ids":["a-s19","a-s20","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare raw and compressed delay-estimation messages under the same coded-link budget on estimation error and latency.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A good compression ratio is insufficient if it destroys the target statistic. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi can define the coded wireless link while Amir Weiss selects compressed sensor messages by estimation value.","researcher_id":"r33","score":9,"source_ids":["a-s19","a-s20","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate a coded MIMO link shared by adaptive users and compare outage and fairness with a fixed resource split.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A shared channel and workload specification is needed before comparing algorithms. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's MIMO and coded-link constraints can ground Leshem's distributed wireless resource-allocation policies.","researcher_id":"r34","score":9,"source_ids":["a-s19","a-s20","c-s15","c-s16"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two tracking-and-allocation rules in a synthetic interference channel on location error and outage.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The first test is analytical/simulation work, not an operational radio trial. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's wireless tracking and Noam's interference/estimation methods meet on reliable tracking under spectrum sharing.","researcher_id":"r40","score":9,"source_ids":["a-s19","a-s20","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Inject independent link outages and node faults into a small sensor-network simulation and compare recovery delay with static redundancy.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. An added candidate, r31 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Wireless coding and hardware faults need a shared workload; neither source implies a ready integrated implementation. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's wireless link design can supply channel conditions for Medina's fault-tolerant edge-network algorithms.","researcher_id":"r30","score":8,"source_ids":["a-s19","a-s20","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model a fixed sensor stream with two code-rate/duty-cycle settings and compare circuit energy, outage and latency.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No common fabricated sensor-radio platform is assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's coded-link requirements complement Fish's low-power sensor circuits at the communication duty-cycle boundary.","researcher_id":"r27","score":8,"source_ids":["a-s19","a-s20","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a sensor buffer under bursty link outages; compare buffer retention energy and retransmission cost for two policies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A real radio/circuit energy model is needed before claiming battery-life savings. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's low-power memory implementation and Zehavi's coded wireless systems could trade local storage against retransmission energy.","researcher_id":"r01","score":7,"source_ids":["a-s01","a-s19","a-s20"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Map a small detector kernel to conventional and memory-centric models and compare bit traffic, latency and decision errors.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A suitable detector must be selected; genomics acceleration is not proof of MIMO acceleration. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's MIMO processing can provide a regular numerical kernel for Yavits's memory-centric architectures.","researcher_id":"r32","score":7,"source_ids":["a-s19","a-s20","c-s08","c-s09"]}],"patents":{"coverage":"partial","note":"Fourteen representative records inspected across Intel/Mobilian, Qualcomm and individual-assignee metadata. The first-party patent index explicitly binds the Ephi variant on GFSK receiver to Ephraim Zehavi. This is materially broader than the original reported-only entry, but still partial versus the institutional more-than-40 claim. Most pre-2000 Qualcomm patents, Ephi/Ephraim surname variants, continuations and worldwide national phases remain unaudited; no full portfolio count asserted.","records":[{"assignee":"Qualcomm Inc","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US8538322B1"],"family_key":"google-family:49122444","identifier":"US8538322B1","original":false,"publication_date":"2013-09-17","source_ids":["pxa-s-US8538322B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Transmit and admission control for CDMA satellite communication system","url":"https://patents.google.com/patent/US8538322B1/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list. Google displays only 'Individual' in its assignee field; applicant identity is unspecified here and assignee is null.","claim_ids":["pxa-c-r06-US7613171B2"],"family_key":"google-family:35942939","identifier":"US7613171B2","original":false,"publication_date":"2009-11-03","source_ids":["pxa-s-US7613171B2","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Cellular network service over WLAN","url":"https://patents.google.com/patent/US7613171B2/en","verification":"publication-inspected"},{"assignee":"Intel Corp","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US7239675B2"],"family_key":"google-family:25328445","identifier":"US7239675B2","original":false,"publication_date":"2007-07-03","source_ids":["pxa-s-US7239675B2","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"GFSK receiver","url":"https://patents.google.com/patent/US7239675B2/en","verification":"publication-inspected"},{"assignee":"Intel Corp","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US7193965B1"],"family_key":"google-family:24257670","identifier":"US7193965B1","original":false,"publication_date":"2007-03-20","source_ids":["pxa-s-US7193965B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Multi-wireless network configurable behavior","url":"https://patents.google.com/patent/US7193965B1/en","verification":"publication-inspected"},{"assignee":"Intel Corp","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US6990082B1"],"family_key":"google-family:23732479","identifier":"US6990082B1","original":false,"publication_date":"2006-01-24","source_ids":["pxa-s-US6990082B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Wireless apparatus having a transceiver equipped to support multiple wireless communication protocols","url":"https://patents.google.com/patent/US6990082B1/en","verification":"publication-inspected"},{"assignee":"Intel Corp","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US6928266B1"],"family_key":"google-family:23739724","identifier":"US6928266B1","original":false,"publication_date":"2005-08-09","source_ids":["pxa-s-US6928266B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Wireless apparatus interference avoidance/resolution method and apparatuses","url":"https://patents.google.com/patent/US6928266B1/en","verification":"publication-inspected"},{"assignee":"Intel Corp","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US6928123B2"],"family_key":"google-family:25269111","identifier":"US6928123B2","original":false,"publication_date":"2005-08-09","source_ids":["pxa-s-US6928123B2","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Wireless network with enhanced data rate","url":"https://patents.google.com/patent/US6928123B2/en","verification":"publication-inspected"},{"assignee":"Intel Corp","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US6894988B1"],"family_key":"google-family:23617499","identifier":"US6894988B1","original":false,"publication_date":"2005-05-17","source_ids":["pxa-s-US6894988B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Wireless apparatus having multiple coordinated transceivers for multiple wireless communication protocols","url":"https://patents.google.com/patent/US6894988B1/en","verification":"publication-inspected"},{"assignee":"Intel Corp","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US6745018B1"],"family_key":"google-family:24717189","identifier":"US6745018B1","original":false,"publication_date":"2004-06-01","source_ids":["pxa-s-US6745018B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Active cancellation of a wireless coupled transmit signal","url":"https://patents.google.com/patent/US6745018B1/en","verification":"publication-inspected"},{"assignee":"Mobilian Corp","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US6600726B1"],"family_key":"google-family:44533485","identifier":"US6600726B1","original":false,"publication_date":"2003-07-29","source_ids":["pxa-s-US6600726B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Multiple wireless communication protocol methods and apparatuses","url":"https://patents.google.com/patent/US6600726B1/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list. Google displays only 'Individual' in its assignee field; applicant identity is unspecified here and assignee is null.","claim_ids":["pxa-c-r06-US20030054755A1"],"family_key":"google-family:26956859","identifier":"US20030054755A1","original":false,"publication_date":"2003-03-20","source_ids":["pxa-s-US20030054755A1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Wireless receiver with anti-jamming","url":"https://patents.google.com/patent/US20030054755A1/en","verification":"publication-inspected"},{"assignee":"Qualcomm Inc","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US6496543B1"],"family_key":"google-family:24980247","identifier":"US6496543B1","original":false,"publication_date":"2002-12-17","source_ids":["pxa-s-US6496543B1","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Method and apparatus for providing high speed data communications in a cellular environment","url":"https://patents.google.com/patent/US6496543B1/en","verification":"publication-inspected"},{"assignee":"Qualcomm Inc","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US6118826A"],"family_key":"google-family:24850579","identifier":"US6118826A","original":false,"publication_date":"2000-09-12","source_ids":["pxa-s-US6118826A","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Method and apparatus for encoding/decoding QAM trellis coded data","url":"https://patents.google.com/patent/US6118826A/en","verification":"publication-inspected"},{"assignee":"Qualcomm Inc","attribution_note":"Ephraim Zehavi matches the faculty patent list and documented Qualcomm/Mobilian/Intel career. The Ephi form on the GFSK patent is independently bridged by its explicit appearance in his university patent list.","claim_ids":["pxa-c-r06-US6005855A"],"family_key":"google-family:23710810","identifier":"US6005855A","original":false,"publication_date":"1999-12-21","source_ids":["pxa-s-US6005855A","pxa-s-zehavi-index","pxa-s-zehavi-bio"],"title":"Method and apparatus for providing variable rate data in a communications system using statistical multiplexing","url":"https://patents.google.com/patent/US6005855A/en","verification":"publication-inspected"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Ephraim Zehavi\" patents","url":"https://www.google.com/search?q=%22Ephraim%20Zehavi%22%20patents"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Ephraim Zehavi\" site:patents.justia.com/inventor","url":"https://www.google.com/search?q=%22Ephraim%20Zehavi%22%20site%3Apatents.justia.com%2Finventor"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Ephraim Zehavi\" patent Mobilian","url":"https://www.google.com/search?q=%22Ephraim%20Zehavi%22%20patent%20Mobilian"},{"access":"read","observation":"Bibliographic record US7613171B2; title: Cellular network service over WLAN; inventor field: Ephraim Zehavi; Doron Herzlich; publication date: 2009-11-03; listed assignee field: Individual; application: US:10/930,620. Google family ID: 35942939.","query":"Document inspection: US7613171B2 — Cellular network service over WLAN","url":"https://patents.google.com/patent/US7613171B2/en"},{"access":"read","observation":"First-party patent page lists Ephraim/E. Zehavi on US7613171, US7239675, US7193965, US6990082, US6928123, US6928266, US6894988, US6745018, US6600726 and application US20030054755. This binds the GFSK receiver to the faculty member although its patent inventor field uses Ephi.","query":"Document inspection: Patents | Prof. Ephraim Zehavi","url":"https://www.eng.biu.ac.il/zehavie1/patents/"},{"access":"read","observation":"Faculty biography describes Zehavi's Qualcomm work from 1985, later Qualcomm Israel management, founding Mobilian in 1998, its sale to Intel in 2003, and joining Bar-Ilan at the end of 2003. It reports more than 40 patents; this report is not an audited portfolio total.","query":"Document inspection: Prof. Ephraim Zehavi | Faculty of Engineering","url":"https://www.eng.biu.ac.il/zehavie1/"},{"access":"read","observation":"Bibliographic record US7239675B2; title: GFSK receiver; inventor field: Ephi Zehavi; Boris Ginsburg; Ron Shalev; Zhao Xudong; publication date: 2007-07-03; listed assignee field: Intel Corp; application: US:10/621,056. Google family ID: 25328445.","query":"Document inspection: US7239675B2 — GFSK receiver","url":"https://patents.google.com/patent/US7239675B2/en"},{"access":"read","observation":"Bibliographic record US7193965B1; title: Multi-wireless network configurable behavior; inventor field: Ron Nevo; Xudong Zhao; Dror Shindelman; Michael Vakulenko; Ephraim Zehavi; publication date: 2007-03-20; listed assignee field: Intel Corp; application: US:09/565,215. Google family ID: 24257670.","query":"Document inspection: US7193965B1 — Multi-wireless network configurable behavior","url":"https://patents.google.com/patent/US7193965B1/en"},{"access":"read","observation":"Bibliographic record US6928123B2; title: Wireless network with enhanced data rate; inventor field: Ephraim Zehavi; publication date: 2005-08-09; listed assignee field: Intel Corp; application: US:09/835,284. Google family ID: 25269111.","query":"Document inspection: US6928123B2 — Wireless network with enhanced data rate","url":"https://patents.google.com/patent/US6928123B2/en"},{"access":"read","observation":"Bibliographic record US6990082B1; title: Wireless apparatus having a transceiver equipped to support multiple wireless communication protocols; inventor field: Ephraim Zehavi; Ron Nevo; publication date: 2006-01-24; listed assignee field: Intel Corp; application: US:09/436,458. Google family ID: 23732479.","query":"Document inspection: US6990082B1 — Wireless apparatus having a transceiver equipped to support multiple wireless communication protocols","url":"https://patents.google.com/patent/US6990082B1/en"},{"access":"read","observation":"Bibliographic record US6928266B1; title: Wireless apparatus interference avoidance/resolution method and apparatuses; inventor field: Ron Nevo; Ephraim Zehavi; Brett A. Monello; publication date: 2005-08-09; listed assignee field: Intel Corp; application: US:09/438,215. Google family ID: 23739724.","query":"Document inspection: US6928266B1 — Wireless apparatus interference avoidance/resolution method and apparatuses","url":"https://patents.google.com/patent/US6928266B1/en"},{"access":"read","observation":"Bibliographic record US6894988B1; title: Wireless apparatus having multiple coordinated transceivers for multiple wireless communication protocols; inventor field: Ephraim Zehavi; publication date: 2005-05-17; listed assignee field: Intel Corp; application: US:09/408,725. Google family ID: 23617499.","query":"Document inspection: US6894988B1 — Wireless apparatus having multiple coordinated transceivers for multiple wireless communication protocols","url":"https://patents.google.com/patent/US6894988B1/en"},{"access":"read","observation":"Bibliographic record US6745018B1; title: Active cancellation of a wireless coupled transmit signal; inventor field: Ephraim Zehavi; Robert P. Gilmore; Robert Wentworth; James Gilb; publication date: 2004-06-01; listed assignee field: Intel Corp; application: US:09/677,070. Google family ID: 24717189.","query":"Document inspection: US6745018B1 — Active cancellation of a wireless coupled transmit signal","url":"https://patents.google.com/patent/US6745018B1/en"},{"access":"read","observation":"Bibliographic record US6600726B1; title: Multiple wireless communication protocol methods and apparatuses; inventor field: Ron Nevo; Ephraim Zehavi; Brett A. Monello; Ran Ginosar; publication date: 2003-07-29; listed assignee field: Mobilian Corp; application: US:09/439,946. Google family ID: 44533485.","query":"Document inspection: US6600726B1 — Multiple wireless communication protocol methods and apparatuses","url":"https://patents.google.com/patent/US6600726B1/en"},{"access":"read","observation":"Bibliographic record US20030054755A1; title: Wireless receiver with anti-jamming; inventor field: Ephraim Zehavi; Ido Bettesh; publication date: 2003-03-20; listed assignee field: Individual; application: US:10/094,028. Google family ID: 26956859.","query":"Document inspection: US20030054755A1 — Wireless receiver with anti-jamming","url":"https://patents.google.com/patent/US20030054755A1/en"},{"access":"read","observation":"Bibliographic record US6496543B1; title: Method and apparatus for providing high speed data communications in a cellular environment; inventor field: Ephraim Zehavi; publication date: 2002-12-17; listed assignee field: Qualcomm Inc; application: US:08/741,320. Google family ID: 24980247.","query":"Document inspection: US6496543B1 — Method and apparatus for providing high speed data communications in a cellular environment","url":"https://patents.google.com/patent/US6496543B1/en"},{"access":"read","observation":"Bibliographic record US6005855A; title: Method and apparatus for providing variable rate data in a communications system using statistical multiplexing; inventor field: Ephraim Zehavi; Jack K. Wolf; Leonard N. Schiff; publication date: 1999-12-21; listed assignee field: Qualcomm Inc; application: US:08/957,486. Google family ID: 23710810.","query":"Document inspection: US6005855A — Method and apparatus for providing variable rate data in a communications system using statistical multiplexing","url":"https://patents.google.com/patent/US6005855A/en"},{"access":"read","observation":"Bibliographic record US6118826A; title: Method and apparatus for encoding/decoding QAM trellis coded data; inventor field: Ephraim Zehavi; Jack Keil Wolf; publication date: 2000-09-12; listed assignee field: Qualcomm Inc; application: US:08/895,146. Google family ID: 24850579.","query":"Document inspection: US6118826A — Method and apparatus for encoding/decoding QAM trellis coded data","url":"https://patents.google.com/patent/US6118826A/en"},{"access":"read","observation":"Bibliographic record US8538322B1; title: Transmit and admission control for CDMA satellite communication system; inventor field: Franklin P. Antonio; Ilan Kessler; Ze'ev Roth; Ephraim Zehavi; publication date: 2013-09-17; listed assignee field: Qualcomm Inc; application: US:09/027,992. Google family ID: 49122444.","query":"Document inspection: US8538322B1 — Transmit and admission control for CDMA satellite communication system","url":"https://patents.google.com/patent/US8538322B1/en"},{"access":"deferred","observation":"2026-09-07: HTTP 403; inventor index not read. No inference about patent presence or absence.","query":"Document inspection: Inventor index — HTTP 403","url":"https://patents.justia.com/inventor/ephraim-zehavi"},{"access":"deferred","observation":"2026-09-07: HTTP 404 at this kind-code URL; corrected identifier separately located and inspected. No inference about patent absence.","query":"Document inspection: Attempted patent locator US6990082B2","url":"https://patents.google.com/patent/US6990082B2/en"},{"access":"deferred","observation":"2026-09-07: HTTP 404 at this kind-code URL; corrected identifier separately located and inspected. No inference about patent absence.","query":"Document inspection: Attempted patent locator US6928266B2","url":"https://patents.google.com/patent/US6928266B2/en"},{"access":"deferred","observation":"2026-09-07: HTTP 404 at this kind-code URL; corrected identifier separately located and inspected. No inference about patent absence.","query":"Document inspection: Attempted patent locator US8538322B2","url":"https://patents.google.com/patent/US8538322B2/en"}]},"researcher_id":"r06","review_status":"partial"},"r07":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-brynjolfsson","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Draft a task-level AI-assistance study and exercise its analysis on synthetic logs containing task type, assistance assignment, completion time, errors, verification and rework. Compare assistance-on/off quality-adjusted time with the same scoring rule. Any consenting-unit pilot is deferred until access, worker review and privacy safeguards are approved.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Erik Brynjolfsson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: People analytics and task productivity have a direct bridge; the first step validates a study/measurement design, while access to workers and causal workplace outcomes remains unconfirmed. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. People analytics and task productivity have a direct bridge; the first step validates a study/measurement design, while access to workers and causal workplace outcomes remains unconfirmed. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Brynjolfsson's Stanford Digital Economy Lab work on AI, productivity and work complements organizational person-skill analysis; this is a proposed match only.","score":9,"source_ids":["a-s22","a-s24","pxe-s-brynjolfsson"],"url":"https://digitaleconomy.stanford.edu/person/erik-brynjolfsson/"},{"candidate_id":"ex-acemoglu","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Simulate both task substitution and complementary task creation under two adoption scenarios using a designed AI-skills study using consented or synthetic task, skill and organizational-network data. Compare distribution of gains, exposure concentration and dependence on assumptions with the existing skills assessment and task-assignment rule.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Daron Acemoglu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Hila Chalutz-Ben Gal's people analytics, workforce network analysis can be paired with Daron Acemoglu's documented technology and labor, economic networks for a university-wide ai skills observatory. The specific contribution is distributional effects and network propagation; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s22","pxe-s-acemoglu"],"url":"https://economics.mit.edu/people/faculty/daron-acemoglu"},{"candidate_id":"ex-athey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Specify treatment as randomized AI assistance, outcome as quality-adjusted completion time including rework, and strata as prespecified task-skill groups. Simulate assignment, outcomes and selective missingness, then compare a stratified treatment-effect estimator with a pooled difference in means against planted effects. This is a design sensitivity study pending a real participant protocol.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Susan Athey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal workforce evaluation fits the subject, but treatment, estimand and attrition assumptions must precede any participant comparison. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. Causal workforce evaluation fits the subject, but treatment, estimand and attrition assumptions must precede any participant comparison. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Hila Chalutz-Ben Gal with Susan Athey: Causal workforce evaluation fits the subject, but treatment, estimand and attrition assumptions must precede any participant comparison.","score":9,"source_ids":["a-s22","pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"candidate_id":"ex-autor","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Build a synthetic task inventory with explicit skill requirements and assistance-on/off execution, verification and error fields. Compare a task-substitution classification with a task-augmentation classification using a prespecified coding rule; measure classification disagreement and how each rule changes projected time savings. Real labour effects require observed task data and independent coding.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"David H. Autor","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Task and skill decomposition provides a direct conceptual contribution; synthetic bookkeeping cannot establish actual worker productivity or substitution. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. Task and skill decomposition provides a direct conceptual contribution; synthetic bookkeeping cannot establish actual worker productivity or substitution. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Hila Chalutz-Ben Gal with David H. Autor: Task and skill decomposition provides a direct conceptual contribution; synthetic bookkeeping cannot establish actual worker productivity or substitution.","score":9,"source_ids":["a-s22","pxe-s-autor"],"url":"https://economics.mit.edu/people/faculty/david-h-autor"},{"candidate_id":"ex-jackson","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare allocation or diffusion on the measured graph with degree-preserving shuffled graphs using a designed AI-skills study using consented or synthetic task, skill and organizational-network data. Compare distributional effects and sensitivity to network-position assumptions with the existing skills assessment and task-assignment rule.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Matthew O. Jackson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Hila Chalutz-Ben Gal's people analytics, workforce network analysis can be paired with Matthew O. Jackson's documented network science and economics, economic modelling for a university-wide ai skills observatory. The specific contribution is network structure and economic incentives; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s22","pxe-s-jackson"],"url":"https://web.stanford.edu/~jacksonm/"},{"candidate_id":"ex-aalst","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Reconstruct an event-log process and compare observed paths with the proposed process model using a designed AI-skills study using consented or synthetic task, skill and organizational-network data. Compare conformance violations, bottleneck localization and replay error with the existing skills assessment and task-assignment rule.","identity_condition":"verified-profiles","institution":"RWTH Aachen University","name":"Wil van der Aalst","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Hila Chalutz-Ben Gal's people analytics, workforce network analysis can be paired with Wil van der Aalst's documented process mining, workflow conformance for a university-wide ai skills observatory. The specific contribution is workflow discovery and conformance; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s22","c-s03","pxe-s-aalst"],"url":"https://www.vdaalst.rwth-aachen.de/"},{"candidate_id":"ex-carley","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a temporal worker-task graph with timestamped collaboration edges and planted coordination bottlenecks defined as delayed handoffs on shared tasks. Compare a temporal bottleneck detector with an activity-preserving shuffled-edge null on identical graphs; report event precision/recall and detection delay. Keep skill assessment outside this detector comparison.","identity_condition":"verified-profiles","institution":"Carnegie Mellon University","name":"Kathleen M. Carley","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Organizational network analysis complements people analytics when the graph and coordination outcome are explicit; detector quality is separate from evaluating a skills-assignment rule. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Organizational network analysis complements people analytics when the graph and coordination outcome are explicit; detector quality is separate from evaluating a skills-assignment rule. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Hila Chalutz-Ben Gal with Kathleen M. Carley: Organizational network analysis complements people analytics when the graph and coordination outcome are explicit; detector quality is separate from evaluating a skills-assignment rule.","score":8,"source_ids":["a-s22","b-s17","pxe-s-carley"],"url":"https://www.cmu.edu/casos-center/people/carley.html"},{"candidate_id":"ex-piech","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Have blinded evaluators score a small fixed task set using an explicit rubric and reconcile disagreement before changing a model using a designed AI-skills study using consented or synthetic task, skill and organizational-network data. Compare inter-rater agreement, task correctness and evaluation time with the existing skills assessment and task-assignment rule.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Chris Piech","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Hila Chalutz-Ben Gal's people analytics, workforce network analysis can be paired with Chris Piech's documented computational education, learning evaluation for a university-wide ai skills observatory. The specific contribution is human evaluation and learning rubrics; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s18","a-s22","pxe-s-piech"],"url":"https://ed.stanford.edu/about/community/christopher-piech"},{"candidate_id":"ex-roth","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Simulate two allocation mechanisms with fixed preferences and capacity, including strategic misreporting using a designed AI-skills study using consented or synthetic task, skill and organizational-network data. Compare unmatched demand, stability, fairness and manipulability with the existing skills assessment and task-assignment rule.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Alvin E. Roth","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Hila Chalutz-Ben Gal's people analytics, workforce network analysis can be paired with Alvin E. Roth's documented market design, matching for a university-wide ai skills observatory. The specific contribution is allocation rules, incentives and matching; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s22","c-s26","pxe-s-roth"],"url":"https://www.economics.harvard.edu/people/alvin-roth"},{"candidate_id":"ex-jurafsky","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Create synthetic skill-assessment text responses with fixed factual content and paired wording/social-framing variants. Hold the scoring model and rubric fixed; compare assigned skill labels across paired versus unchanged responses and report inconsistency and unsupported score changes. A domain reviewer must validate semantic equivalence before any workforce use.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Dan Jurafsky","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The official page lists sabbatical during 2026-2027; availability is not inferred. Post-review scope: Language analysis is relevant only to a text-based assessment branch, not an arbitrary skill network; wording robustness does not measure actual employee skill. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Language analysis is relevant only to a text-based assessment branch, not an arbitrary skill network; wording robustness does not measure actual employee skill. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Hila Chalutz-Ben Gal with Dan Jurafsky: Language analysis is relevant only to a text-based assessment branch, not an arbitrary skill network; wording robustness does not measure actual employee skill.","score":7,"source_ids":["a-s22","pxe-s-jurafsky"],"url":"https://web.stanford.edu/~jurafsky/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Attach synthetic skill and shift constraints to a queueing model; compare delay improvement against workload concentration and infeasible assignments.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o03. No strictly higher-scoring candidate displaces this original. A synthetic feasibility test is available, but worker interpretation and an approved study are required before operational recommendations. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's workforce fit and organizational research can expose staffing burdens hidden by Izack Cohen's service-process optimization.","researcher_id":"r29","score":8,"source_ids":["a-s22","a-s23","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Construct synthetic team-event graphs with known handoff failures and compare temporal motifs with static network features on detection accuracy.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r19: Conditional later role: test temporal network signals only if approved event-network data adds value beyond the queueing baseline.","ranking_note":"Rank 2/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o03. Higher-scoring r29 (8/10) precedes this original; its own rank reflects the following limitation: Do not infer worker identity, performance or willingness from temporal fingerprints; governed access and a non-surveillance purpose are required. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's workforce-network questions and Somin's temporal graph methods could test coordination changes using consented aggregate activity patterns.","researcher_id":"r19","score":7,"source_ids":["a-s22","a-s23","b-s15","b-s16"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Build matched task vignettes with robust and deliberately brittle model outputs; pretest whether the rubric distinguishes justified refusal from blind acceptance.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r07: Conditional later role: design a separately approved researcher-use study of noticing and correcting unsupported recommendations.","ranking_note":"Rank 3/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. Higher-scoring r29 (8/10) precedes this original; its own rank reflects the following limitation: Organizational study design and approval precede recruitment; model robustness and worker adoption are different outcomes. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal can operationalize organizational responses to AI errors while Fetaya supplies controlled adversarial failure cases for an adoption study.","researcher_id":"r22","score":7,"source_ids":["a-s22","a-s23","b-s24"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Design an approved-study protocol using synthetic advice with calibrated versus misleading confidence; pilot a rubric for error detection and inappropriate deference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r07: Conditional later role: design a separately approved researcher-use study of noticing and correcting unsupported recommendations.","ranking_note":"Rank 4/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. Higher-scoring r29 (8/10) precedes this original; its own rank reflects the following limitation: The shared problem is decision use, not a demonstrated joint research programme; participant access is unconfirmed. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger's uncertainty estimates can provide controlled confidence displays for Chalutz-Ben Gal's research on how AI changes professional decisions.","researcher_id":"r23","score":7,"source_ids":["a-s22","a-s23","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Use synthetic shift preferences and demand to compare cost-only and burden-constrained policies on overtime and unmet demand.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o03. Higher-scoring r29 (8/10) precedes this original; its own rank reflects the following limitation: The original staffing role remains conditional on an agreed definition of burden and later voluntary participant input. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal can formulate worker-facing constraints while Singer models the cost and capacity consequences of AI-assisted allocation.","researcher_id":"r24","score":7,"source_ids":["a-s22","a-s23","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Prepare two versions of ten synthetic research briefs, with and without source alignment, and pilot an error-correction rubric before any approved participant study.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r07: Conditional later role: design a separately approved researcher-use study of noticing and correcting unsupported recommendations.","ranking_note":"Rank 6/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. Higher-scoring r29 (8/10) precedes this original; its own rank reflects the following limitation: Human evaluation requires consent and a separately scoped use study; citation visibility alone is not evidence of better decisions. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's organizational AI-adoption research complements Ernst's traceable summaries by testing whether people use provenance when correcting research advice.","researcher_id":"r28","score":7,"source_ids":["a-s22","a-s23","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Create synthetic tasks and skill profiles, then compare efficiency and repeated assignment burden under two allocation rules.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r37: Conditional later role: add online/fair-allocation rules if the chosen service decision requires them.","ranking_note":"Rank 7/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o03. Higher-scoring r29 (8/10) precedes this original; its own rank reflects the following limitation: Fairness weights are a research design choice requiring worker input; the original optional role is not automatic team readiness. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's person-skill fit work can define meaningful skill constraints for Ilan Cohen's fair online allocation.","researcher_id":"r37","score":7,"source_ids":["a-s22","a-s23","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Design paired synthetic task vignettes with conflicting modalities and compare planned measures of justified reliance before an approved study.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 8/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No human-subject access or active multimodal workplace system is assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's organizational AI-adoption research could test how users respond to Shavit's uncertainty-aware multimodal outputs.","researcher_id":"r39","score":7,"source_ids":["a-s22","a-s23","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":true,"first_test":"Proposed first test: On synthetic skill counts, formalize one aggregate query and compare data exposure and computation cost with releasing row-level records.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r38: Conditional later role: only after a protected-input threat model exists, specify a computation or access-policy statement that can be proven without revealing inputs. o01 r07: Conditional later role: design a separately approved researcher-use study of noticing and correcting unsupported recommendations.","ranking_note":"Rank 9/11; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. An added candidate, r39 (7/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Consent, purpose limitation and a leakage model are prerequisites; cryptography alone does not make personnel analytics acceptable. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal can define a narrowly justified workforce statistic and Mor Weiss can assess a protocol that reveals the statistic without revealing individual records.","researcher_id":"r38","score":6,"source_ids":["a-s22","a-s23","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Draft a workflow/skill map for one public single-cell analysis tutorial and test the rubric for missing handoff responsibilities.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/11; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. This is research-workflow and training fit, not biological expertise for Chalutz-Ben Gal or a confirmed team. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky's single-cell workflows provide a scientific task taxonomy for Chalutz-Ben Gal's person-skill fit and AI-adoption research.","researcher_id":"r21","score":6,"source_ids":["a-s22","a-s23","b-s21"]},{"components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After confirmation, prepare a voluntary workshop task and pre/post skill rubric using synthetic examples; pilot rubric clarity before recruitment.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 11/11; fit 5/10 (1 topic overlap + 2 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Simonovsky is proposed for coordination only; no research, teaching or people-analytics expertise is inferred. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirming Simonovsky's identity and role, her documented AI-agent event coordination could support a cohort protocol designed by Chalutz-Ben Gal for studying prototype use.","researcher_id":"r05","score":5,"source_ids":["a-s16","a-s17","a-s22","a-s23"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Bounded searches covered Hila Chalutz, Chalutz-Ben Gal, Chalutz-BenGal and Hila Ben-Gal with inventor/patent terms plus the official people-analytics profile. No inspected patent attributable in this run. Irad Ben-Gal, collaborator patents, paper coauthorship and group-level patent totals are not assigned to her. No patent-absence claim; prior-Afeka/Tel-Aviv career coverage and CV remain incomplete.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Hila Chalutz\" patent","url":"https://www.google.com/search?q=%22Hila%20Chalutz%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Hila Chalutz-Ben Gal\" patents","url":"https://www.google.com/search?q=%22Hila%20Chalutz-Ben%20Gal%22%20patents"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"(\"Hila Chalutz\" OR \"Hila Chalutz-BenGal\" OR \"Hila Ben-Gal\") patent inventor","url":"https://www.google.com/search?q=(%22Hila%20Chalutz%22%20OR%20%22Hila%20Chalutz-BenGal%22%20OR%20%22Hila%20Ben-Gal%22)%20patent%20inventor"},{"access":"read","observation":"Official Hila Chalutz-Ben Gal profile describes people analytics, AI, changing work and organizations. Visible output contains publications; it does not provide an inventor identifier for this run.","query":"Document inspection: Hila Chalutz-Ben Gal","url":"https://cris.biu.ac.il/en/persons/hila-chalutz-ben-gal/"}]},"researcher_id":"r07","review_status":"partial"},"r08":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-atature","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Measure coherence, brightness and single-photon purity across one synthesis batch before and after coupling to a simple optical cavity.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Mete Atatüre","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Atatüre's Cambridge profile documents spin-photon interfaces, nanoscale quantum sensors and novel materials, complementing Panfil's colloidal emitter platform; this is a proposed match only.","score":9,"source_ids":["a-s25","a-s27","pxe-s-atature"],"url":"https://www.quantum.cam.ac.uk/mete-atature"},{"candidate_id":"ex-galli","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two converged first-principles approximations on one small material model using a small colloidal-defect emitter model spanning temperature, optical collection and dephasing. Compare property disagreement, finite-size effects and computational cost with the same emitter without the proposed interface/material modification.","identity_condition":"verified-profiles","institution":"The University of Chicago and Argonne National Laboratory","name":"Giulia Galli","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yossef Efraim Panfil's colloidal nanocrystal synthesis, optically active spin defects can be paired with Giulia Galli's documented first-principles materials simulation, electronic structure for a solution-processable room-temperature spin-photon platform. The specific contribution is first-principles electronic structure and material properties; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s25","pxe-s-galli"],"url":"https://galligroup.uchicago.edu/People/galli.php"},{"candidate_id":"ex-giustino","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a frozen-structure calculation with a temperature-perturbed model of the chosen material using a small colloidal-defect emitter model spanning temperature, optical collection and dephasing. Compare predicted spectral or transport shifts and convergence sensitivity with the same emitter without the proposed interface/material modification.","identity_condition":"verified-profiles","institution":"The University of Texas at Austin","name":"Feliciano Giustino","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yossef Efraim Panfil's colloidal nanocrystal synthesis, optically active spin defects can be paired with Feliciano Giustino's documented electronic structure, electron-phonon interactions for a solution-processable room-temperature spin-photon platform. The specific contribution is finite-temperature electronic and phonon effects; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s25","c-s38","pxe-s-giustino"],"url":"https://physics.utexas.edu/directory/feliciano-giustino"},{"candidate_id":"ex-atwater","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate two patterned-material optical responses and explicitly test whether the optical observable tracks the intended physical state using a small colloidal-defect emitter model spanning temperature, optical collection and dephasing. Compare spectral selectivity, loss and correlation with the predeclared state; reject an unsupported optical proxy with the same emitter without the proposed interface/material modification.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Harry Atwater","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yossef Efraim Panfil's colloidal nanocrystal synthesis, optically active spin defects can be paired with Harry Atwater's documented metasurfaces, two-dimensional materials for a solution-processable room-temperature spin-photon platform. The specific contribution is light-matter response of patterned materials; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s25","b-s20","pxe-s-atwater"],"url":"https://atwater.caltech.edu/team-member/harry-atwater"},{"candidate_id":"ex-loncar","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Model a compact nonlinear optical element with realistic loss and fabrication variation using a small colloidal-defect emitter model spanning temperature, optical collection and dephasing. Compare conversion efficiency, noise and sensitivity to geometry with the same emitter without the proposed interface/material modification.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Marko Loncar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yossef Efraim Panfil's colloidal nanocrystal synthesis, optically active spin defects can be paired with Marko Loncar's documented nanoscale optics, quantum engineering for a solution-processable room-temperature spin-photon platform. The specific contribution is nanoscale integrated quantum optics; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s25","c-s41","pxe-s-loncar"],"url":"https://seas.harvard.edu/person/marko-loncar"},{"candidate_id":"ex-vuckovic","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare one inverse-designed and one conventional cavity/coupler under matched fabrication constraints using a small colloidal-defect emitter model spanning temperature, optical collection and dephasing. Compare coupling efficiency, bandwidth and tolerance sensitivity with the same emitter without the proposed interface/material modification.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Jelena Vuckovic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yossef Efraim Panfil's colloidal nanocrystal synthesis, optically active spin defects can be paired with Jelena Vuckovic's documented integrated quantum photonics, cavity QED for a solution-processable room-temperature spin-photon platform. The specific contribution is cavity coupling and inverse photonic design; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s25","b-s03","pxe-s-vuckovic"],"url":"https://stanford.edu/~jela/"},{"candidate_id":"ex-ceder","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Rank a small composition set by stability and a predeclared functional descriptor, then hold out one known composition using a small colloidal-defect emitter model spanning temperature, optical collection and dephasing. Compare rank stability, prediction error and sensitivity to competing phases with the same emitter without the proposed interface/material modification.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Gerbrand Ceder","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yossef Efraim Panfil's colloidal nanocrystal synthesis, optically active spin defects can be paired with Gerbrand Ceder's documented computational materials design, thermodynamics and diffusion for a solution-processable room-temperature spin-photon platform. The specific contribution is thermodynamics and computational materials screening; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s25","pxe-s-ceder"],"url":"https://ceder.berkeley.edu/"},{"candidate_id":"ex-lipson","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a small integrated modulation/interference circuit with realistic propagation loss using a small colloidal-defect emitter model spanning temperature, optical collection and dephasing. Compare conversion or routing fidelity, insertion loss and fabrication sensitivity with the same emitter without the proposed interface/material modification.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yossef Efraim Panfil's colloidal nanocrystal synthesis, optically active spin defects can be paired with Michal Lipson's documented integrated nanophotonics, on-chip modulation for a solution-processable room-temperature spin-photon platform. The specific contribution is integrated optical modulation and light confinement; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s25","a-s40","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"candidate_id":"ex-persson","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare two atomistic descriptor sets on an explicitly bounded composition library using a small colloidal-defect emitter model spanning temperature, optical collection and dephasing. Compare held-out descriptor error and ranking sensitivity to computational settings with the same emitter without the proposed interface/material modification.","identity_condition":"verified-profiles","institution":"Lawrence Berkeley National Laboratory","name":"Kristin Persson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yossef Efraim Panfil's colloidal nanocrystal synthesis, optically active spin defects can be paired with Kristin Persson's documented atomistic materials modelling, electrolyte discovery for a solution-processable room-temperature spin-photon platform. The specific contribution is atomistic screening and uncertainty of materials descriptors; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s25","pxe-s-persson"],"url":"https://perssongroup.lbl.gov/"},{"candidate_id":"ex-mitchell","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Specify a toy two-level emitter model with an optical phase-readout observable, dephasing and collection loss. Test whether an atomic-sensing estimator can be mathematically expressed for that observable; compare it with a conventional phase estimator on identical simulated photon counts and Fisher-information assumptions. Stop if the colloidal emitter lacks the required coherent observable; no atom-defect hardware coupling is assumed.","identity_condition":"verified-profiles","institution":"ICFO - The Institute of Photonic Sciences","name":"Morgan W. Mitchell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Atomic metrology is a conditional mathematical analogy to an emitter readout, with a presently unestablished platform/observable bridge and therefore low overlap and feasibility. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Atomic metrology is a conditional mathematical analogy to an emitter readout, with a presently unestablished platform/observable bridge and therefore low overlap and feasibility. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Yossef Efraim Panfil with Morgan W. Mitchell: Atomic metrology is a conditional mathematical analogy to an emitter readout, with a presently unestablished platform/observable bridge and therefore low overlap and feasibility.","score":4,"source_ids":["a-s25","c-s19","pxe-s-mitchell"],"url":"https://www.icfo.eu/about-icfo/people/directory/?id=11"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Select one reported defect structure and compare predicted transition ordering with a bounded published spectrum, recording model sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/11; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. No strictly higher-scoring candidate displaces this original. Computational methods developed for other nanomaterials may not transfer to colloidal defect chemistry without qualification. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's defect-bearing colloidal emitters provide a materials question for Goldzak Mizrahi's electronic-structure and light-matter calculations.","researcher_id":"r41","score":9,"source_ids":["a-s25","a-s26","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Propagate an experimentally grounded emitter spectrum through a small frequency-mode model and quantify accepted bandwidth and mode cross-talk.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. Higher-scoring r41 (9/10) precedes this original; its own rank reflects the following limitation: Source linewidth, coherence and interface loss must be compatible; room-temperature emission alone does not establish that compatibility. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's emission spectrum and Blau's frequency-mode optics could test whether a colloidal source can feed a controlled quantum frequency transformation.","researcher_id":"r12","score":8,"source_ids":["a-s25","a-s26","a-s37","a-s38"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Model one reported emitter spectrum through a thin-film nonlinear converter and compare conversion fraction, noise assumptions and insertion loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. Higher-scoring r41 (9/10) precedes this original; its own rank reflects the following limitation: Material integration and source purity remain unverified; modelled frequency conversion is not proof of a usable single-photon device. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil supplies a candidate quantum-emitter spectrum while Desiatov evaluates nonlinear on-chip conversion into an accessible output band.","researcher_id":"r42","score":8,"source_ids":["a-s25","a-s26","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Convolve a reported emission-decay model with a temporal instrument response and compare parameter recovery with ordinary time binning.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Single-photon brightness may be too low for the chosen time-lens architecture. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's emitter dynamics could be examined with Fridman's temporal optical measurements if the timescales and photon budget align.","researcher_id":"r11","score":8,"source_ids":["a-s25","a-s26","a-s34"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model a bounded emitter spectrum near a passive metasurface and compare collection efficiency, angular spread and loss with a flat interface.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Preserving emitter purity and avoiding quenching need later measurements. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's quantum nanocrystal emission and Lewi's metasurface control meet on efficient directional collection.","researcher_id":"r20","score":8,"source_ids":["a-s25","a-s26","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Use a synthetic emitter-spacing series with a fixed photon budget and compare recovered separation and false splitting against conventional imaging.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No biological labelling performance or emitter stability in tissue is claimed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's nanocrystal emitters provide point-source and background controls for Zalevsky's super-resolution optics.","researcher_id":"r36","score":8,"source_ids":["a-s25","a-s26","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Build a wavelength/linewidth/loss compatibility table and simulate one emitter-resonator coupling condition; stop on incompatible operating regimes.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r11 (8/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Two distinct emitter platforms do not automatically combine; atomic-vapor conditions may be incompatible with colloidal materials. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's colloidal emitters and Zektzer's atom-photon microresonators offer an exploratory comparison of source-interface spectral requirements.","researcher_id":"r15","score":7,"source_ids":["a-s25","a-s26","b-s01","b-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Model a photon-correlation measurement with background and detector noise; compare the quantum witness with a matched classical emitter model.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r11 (8/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A quantum-measurement concept is not a demonstrated colloidal sensor; a concrete observable must precede hardware claims. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil can specify emitter brightness and noise while Eliahu Cohen defines which quantum-measurement observable distinguishes it from a classical light source.","researcher_id":"r35","score":7,"source_ids":["a-s25","a-s26","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Design a two-coating nanocrystal panel with uncoated controls; measure brightness and spectral stability in one fixed medium.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No passivation chemistry or preserved quantum emission is assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's interface control could help Panfil distinguish colloidal-emitter surface quenching from changes in the emitting defect.","researcher_id":"r04","score":7,"source_ids":["a-s12","a-s13","a-s25","a-s26"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Select a literature-supported material family and test whether a small defect/composition model predicts jointly measurable spectral and conductivity changes.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A common material system is not established; stop if no chemically compatible family is found. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's colloidal-defect spectroscopy and Sadia's functional-material synthesis could compare how composition and defects affect optical versus transport responses.","researcher_id":"r10","score":7,"source_ids":["a-s25","a-s26","a-s31","a-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Define a blinded brightness and nonspecific-binding panel comparing a candidate nanocrystal label with a reference nanoprobe.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Quantum-emitter behaviour, targeting and biological safety cannot be transferred across particle chemistries. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's emissive nanocrystals and Popovtzer's molecular-imaging probes could compare optical-label stability under the same acellular background conditions.","researcher_id":"r16","score":7,"source_ids":["a-s25","a-s26","b-s04","b-s05"]}],"patents":{"coverage":"partial","note":"One previously unnumbered application lead resolved to US12269977B2, published 2025-04-08, under inventor Yossi Panfil with Uri Banin, Jiabin Cui, Nir Waiskopf and Meirav Oded, Yissum. BIU biography and coauthored quantum-dot research connect Yossi to Yossef Efraim Panfil. US20220089940A1, WO2020148753A1 and provisional 62/793415 grouped beneath this representative. Peter, Matthew, Conrad and other Panfil inventors excluded. No complete Hebrew University/UPenn/current portfolio audit.","records":[{"assignee":"Yissum Research Development Co of Hebrew University of Jerusalem","attribution_note":"Inventor Yossi Panfil matches Yossef Efraim Panfil's Hebrew University quantum-dot-molecule work and the Cui/Banin coauthor network; this is a supported identity inference, not a generic Panfil surname match.","claim_ids":["pxa-c-r08-US12269977B2"],"family_key":"google-family:69326599","identifier":"US12269977B2","original":false,"publication_date":"2025-04-08","source_ids":["pxa-s-US12269977B2","pxa-s-panfil-bio"],"title":"Colloidal semiconductor nanostructures","url":"https://patents.google.com/patent/US12269977B2/en","verification":"publication-inspected"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Panfil\" inventor patent","url":"https://www.google.com/search?q=%22Panfil%22%20inventor%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Yossef\" \"Panfil\" patent","url":"https://www.google.com/search?q=%22Yossef%22%20%22Panfil%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Yossef Panfil\" patent","url":"https://www.google.com/search?q=%22Yossef%20Panfil%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Yossi Panfil\" \"patent\"","url":"https://www.google.com/search?q=%22Yossi%20Panfil%22%20%22patent%22"},{"access":"read","observation":"Bibliographic record US12269977B2; title: Colloidal semiconductor nanostructures; inventor field: Uri Banin; Jiabin Cui; Yossi PANFIL; Nir WAISKOPF; Meirav ODED; publication date: 2025-04-08; listed assignee field: Yissum Research Development Co of Hebrew University of Jerusalem; application: US:17/421,650. Google family ID: 69326599.","query":"Document inspection: US12269977B2 — Colloidal semiconductor nanostructures","url":"https://patents.google.com/patent/US12269977B2/en"},{"access":"read","observation":"Official Yossef Efraim Panfil profile describes Hebrew University PhD work on coupled semiconductor quantum-dot molecules and a related patent application. The same page lists his coupled-dot papers with Jiabin Cui and Uri Banin, matching the patent co-inventor network.","query":"Document inspection: Yossef Efraim Panfil","url":"https://cris.biu.ac.il/en/persons/yossef-efraim-panfil/"}]},"researcher_id":"r08","review_status":"partial"},"r09":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-he","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"In a preregistered healthy-volunteer VR task, test whether held-out neural features predict load transitions before adapting task difficulty.","identity_condition":"verified-profiles","institution":"Carnegie Mellon University","name":"Bin He","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"His official profile covers non-invasive BCI, electrophysiological neuroimaging and neuromodulation, complementing Erez's systems-level neural analysis; this is a proposed match only.","score":9,"source_ids":["a-s28","a-s30","pxe-s-he"],"url":"https://www.cmu.edu/bme/helab/People/faculty/bhe.html"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a public cognitive-task neural dataset held out by participant and session. Compare calibration error, risk-coverage and confident-error rate with a simple within-session decoder and matched sensor assumptions.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yaara Erez's human neuroimaging, brain-network analysis can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for closed-loop non-invasive monitoring of cognitive load. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s28","b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a public cognitive-task neural dataset held out by participant and session. Compare estimation error, calibration and bits per valid decision with a simple within-session decoder and matched sensor assumptions.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yaara Erez's human neuroimaging, brain-network analysis can be paired with Gregory Wornell's documented signal processing, statistical inference for closed-loop non-invasive monitoring of cognitive load. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s28","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-boas","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Build a synthetic task-evoked haemodynamic forward model with cerebral and extracerebral components, optical absorption and additive noise. Compare a two-compartment optical estimator with a single-compartment estimator using the same simulated detector signals; report cerebral-response bias against known truth. Apply to human records only after confirming haemodynamic channels and participant/session metadata.","identity_condition":"verified-profiles","institution":"Boston University","name":"David Boas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Optical physiology offers a specific haemodynamic branch of cognitive measurement; generic neural data do not guarantee optical signals or cerebral-flow ground truth. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Optical physiology offers a specific haemodynamic branch of cognitive measurement; generic neural data do not guarantee optical signals or cerebral-flow ground truth. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Yaara Erez with David Boas: Optical physiology offers a specific haemodynamic branch of cognitive measurement; generic neural data do not guarantee optical signals or cerebral-flow ground truth.","score":8,"source_ids":["a-s28","a-s44","pxe-s-boas"],"url":"https://www.bu.edu/eng/profile/david-boas-ph-d/"},{"candidate_id":"ex-muller","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate front-end noise and sampling duty cycle before selecting a sensor interface using a public cognitive-task neural dataset held out by participant and session. Compare signal-to-noise ratio and acquisition power with a simple within-session decoder and matched sensor assumptions.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Rikky Muller","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yaara Erez's human neuroimaging, brain-network analysis can be paired with Rikky Muller's documented integrated circuits, biosystems for closed-loop non-invasive monitoring of cognitive load. The specific contribution is bioelectronic acquisition interfaces; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s28","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-uhler","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare predictive and intervention-aware models while removing a modality or perturbing one causal input using a public cognitive-task neural dataset held out by participant and session. Compare intervention prediction error and dependence on spurious features with a simple within-session decoder and matched sensor assumptions.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yaara Erez's human neuroimaging, brain-network analysis can be paired with Caroline Uhler's documented causal inference, generative modelling for closed-loop non-invasive monitoring of cognitive load. The specific contribution is causal and multimodal biological modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s28","c-s33","pxe-s-uhler"],"url":"https://jclinic.mit.edu/team-member/caroline-uhler/"},{"candidate_id":"ex-ozcan","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Generate synthetic brain-optical phantoms with known absorption inclusions and a fixed forward operator. Compare conventional reconstruction and a regularized inverse method on identical measurements held out by scattering condition; measure inclusion-localization and absorption error. This separate imaging benchmark does not assume that a generic cognitive dataset contains reconstructable optical measurements.","identity_condition":"verified-profiles","institution":"University of California, Los Angeles","name":"Aydogan Ozcan","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Computational imaging has a conditional acquisition/reconstruction role; a shared optical forward model and image truth must precede any link to cognitive decoding. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 7/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Computational imaging has a conditional acquisition/reconstruction role; a shared optical forward model and image truth must precede any link to cognitive decoding. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Yaara Erez with Aydogan Ozcan: Computational imaging has a conditional acquisition/reconstruction role; a shared optical forward model and image truth must precede any link to cognitive decoding.","score":6,"source_ids":["a-s28","c-s22","pxe-s-ozcan"],"url":"https://samueli.ucla.edu/people/aydogan-ozcan/"},{"candidate_id":"ex-boyden","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Define a separate cellular-imaging feasibility branch using synthetic labelled-cell images with known positions and overlapping fluorescence channels. Compare registration/unmixing methods on identical images by location error and crosstalk. First state what cellular observable could inform the human cognitive question; if no defensible link exists, stop before acquisition planning.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Ed Boyden","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Cellular optical measurement is a distant branch from human cognitive decoding; it requires a justified scale/observable link and cannot physically perturb an archived neural dataset. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Cellular optical measurement is a distant branch from human cognitive decoding; it requires a justified scale/observable link and cannot physically perturb an archived neural dataset. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Yaara Erez with Ed Boyden: Cellular optical measurement is a distant branch from human cognitive decoding; it requires a justified scale/observable link and cannot physically perturb an archived neural dataset.","score":4,"source_ids":["a-s28","pxe-s-boyden"],"url":"https://mcgovern.mit.edu/profile/ed-boyden/"},{"candidate_id":"ex-chien","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Specify an acquisition-interface model for a prospective biosensor: two synthetic analogue channels, sampling clock, ADC noise and missing samples. Compare synchronous and asynchronous digitization using identical waveforms by timing/reconstruction error. First determine whether the cognitive study needs this sensor modality; fluidic sampling is excluded unless separately justified.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jun-Chau Chien","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: A biosensor interface is conditional on a cognitive-study measurement need; neither fluidic samples nor this sensor modality are established by the existing neural dataset. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. A biosensor interface is conditional on a cognitive-study measurement need; neither fluidic samples nor this sensor modality are established by the existing neural dataset. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Yaara Erez with Jun-Chau Chien: A biosensor interface is conditional on a cognitive-study measurement need; neither fluidic samples nor this sensor modality are established by the existing neural dataset.","score":4,"source_ids":["a-s28","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-lipson","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Scope a prospective optical acquisition branch: map a stipulated brain-optical intensity signal to a photonic modulator/detector transfer function. Compare integrated routing with an ideal reference path at equal input photons using synthetic waveforms; report recovered-intensity error and loss sensitivity. Stop if no applicable optical modality or parameter range can be specified.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Integrated optics could supply an acquisition interface only for an explicitly optical cognitive measurement; device routing metrics alone do not establish decoding benefit. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Integrated optics could supply an acquisition interface only for an explicitly optical cognitive measurement; device routing metrics alone do not establish decoding benefit. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Yaara Erez with Michal Lipson: Integrated optics could supply an acquisition interface only for an explicitly optical cognitive measurement; device routing metrics alone do not establish decoding benefit.","score":4,"source_ids":["a-s28","a-s40","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Evaluate one public neural decoding task with held-out subjects; compare calibrated abstention and accuracy with a linear signal-analysis baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r23: Conditional later role: evaluate uncertainty after a reference dataset and transparent signal-analysis baseline exist.","ranking_note":"Rank 1/10; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o05. No strictly higher-scoring candidate displaces this original. Strong data-method fit and public benchmark feasibility; decoding does not establish causal brain function. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's electrophysiology and brain-network analyses provide neural targets for Goldberger's statistical learning and uncertainty methods.","researcher_id":"r23","score":10,"source_ids":["a-s28","a-s29","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Perturb a public neural benchmark with held-out-subject and channel-dropout tests; compare robust learning with regularized linear decoding.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Improved prediction does not validate a brain mechanism or a clinical BCI. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's neural decoding tasks give Fetaya a setting to test robust learning under subject and sensor shifts.","researcher_id":"r22","score":9,"source_ids":["a-s28","a-s29","b-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare raw and compressed neural time-series summaries on held-out timing/decoding error and message size.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Compression must be evaluated against a specified neural statistic, not generic waveform similarity. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez can define an electrophysiological timing target and Amir Weiss can test compressed estimation that preserves that target.","researcher_id":"r33","score":9,"source_ids":["a-s28","a-s29","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: On a public multimodal neural benchmark, hold out subjects and compare modality dropout, calibration and a linear baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 4/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Neuroscience interpretation belongs to Erez; Shavit's announced programme does not establish a new available dataset. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's multimodal neural data questions fit Shavit's documented learning/uncertainty direction and experience with localization representations.","researcher_id":"r39","score":9,"source_ids":["a-s28","a-s29","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Before new culture work, specify one neurite-orientation perturbation and simulate whether candidate electrophysiological network measures distinguish it from density changes.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r22 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Erez's human-neuroscience methods do not automatically validate a culture assay; the structure-to-function bridge needs qualification. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi can define structural perturbations in engineered neural cultures and Erez can formulate network-function measures that avoid equating growth with cognition.","researcher_id":"r03","score":8,"source_ids":["a-s08","a-s28","a-s29"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Use an open or simulated concurrent neural/hemodynamic time series to compare lag-aware coupling with shuffled controls before any participant study.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r13: Conditional role: assess readout feasibility only if a defined optical/acoustic observable maps to the target functional signal in the chosen culture model.","ranking_note":"Rank 6/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r22 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Shared brain monitoring supports topic fit, but modality alignment and separate human-study approval limit immediate feasibility. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's human brain-network questions complement Ozana's optical-acoustic brain monitoring when a hemodynamic measurement is explicitly separated from neural activity.","researcher_id":"r13","score":8,"source_ids":["a-s28","a-s29","a-s41","a-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare the same perturbation statistic on synthetic cellular and neural graphs, controlling degree and density; report failures of transfer.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Similar graph structure does not imply a common ageing or cognitive mechanism. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's biological network-failure methods and Erez's brain-network analyses could test whether network resilience measures are robust across biological scales.","researcher_id":"r02","score":7,"source_ids":["a-s05","a-s06","a-s28","a-s29"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Use compatible public brain atlases to compare spatial-expression features with a distance-only null when explaining network structure.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Atlas alignment and scale mismatch prevent causal or person-level conclusions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's neural-network hypotheses and Alon's spatial molecular maps could ask whether regional molecular organization constrains a functional network model.","researcher_id":"r18","score":7,"source_ids":["a-s28","a-s29","b-s11","b-s12"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare brain-region cell-composition features with functional-network descriptors in public aggregate atlases, using spatially matched nulls.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Cross-atlas association cannot connect a single-cell state directly to cognition. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez can specify a brain-function question while Kalisky's single-cell analysis can identify cellular composition confounds in molecular correlates.","researcher_id":"r21","score":7,"source_ids":["a-s28","a-s29","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Specify a synthetic or existing approved paired dataset and compare lag-aware association with motion-only and shuffled controls.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. An optical proxy is not neural activity; human work needs its own protocol and consent. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez can define a neural or behavioural reference signal and Zalevsky can test whether a non-contact optical proxy tracks it reliably.","researcher_id":"r36","score":7,"source_ids":["a-s28","a-s29","c-s20","c-s21","c-s42"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Bounded Yaara Erez/Erez Yaara inventor-name searches and first-party brain-network profile produced no inspected attributable patent record. The search surfaced papers, a Cambridge surgical-neuroimaging project and department-level patent counts; none alone establish her inventorship. No absence inference; Cambridge-era institutional inventor searches and a CV patent appendix remain unaudited.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Yaara Erez\" patent","url":"https://www.google.com/search?q=%22Yaara%20Erez%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Yaara Erez\" \"patent\" inventor","url":"https://www.google.com/search?q=%22Yaara%20Erez%22%20%22patent%22%20inventor"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"(\"Yaara Erez\" OR \"Erez Yaara\" OR \"Yatir Sadia\" OR \"Sadia Yatir\") patent inventor","url":"https://www.google.com/search?q=(%22Yaara%20Erez%22%20OR%20%22Erez%20Yaara%22%20OR%20%22Yatir%20Sadia%22%20OR%20%22Sadia%20Yatir%22)%20patent%20inventor"},{"access":"read","observation":"Official Yaara Erez profile describes neural processing, brain networks, human neuroimaging and computational methods with clinical brain-tumor applications. No patent inventor identity supplied in the inspected profile.","query":"Document inspection: Erez Yaara | The Gonda Multidisciplinary Brain Research Center","url":"https://gondabrain.biu.ac.il/en/node/619"}]},"researcher_id":"r09","review_status":"partial"},"r10":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-rupp","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Fabricate a small composition-gradient coupon and measure conductivity, selectivity and stability under one bounded device-relevant condition.","identity_condition":"verified-profiles","institution":"Technical University of Munich","name":"Jennifer Rupp","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"The current TUM profile describes solid-state electrolyte chemistry, ceramic processing and energy-device prototypes, complementing Sadia's bulk heteroanionic transport work; this is a proposed match only.","score":9,"source_ids":["a-s31","a-s33","pxe-s-rupp"],"url":"https://www.nat.tum.de/nat/aktuelles/chemie/article/prof-rupp-als-mitglied-der-leopoldina-aufgenommen/"},{"candidate_id":"ex-ceder","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Rank a small composition set by stability and a predeclared functional descriptor, then hold out one known composition using a bounded functional-ceramic composition and processing study with ionic/electronic transport separated. Compare rank stability, prediction error and sensitivity to competing phases with a reference composition processed under the same conditions.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Gerbrand Ceder","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yatir Sadia's heteroanionic materials, ionic-conductivity measurement can be paired with Gerbrand Ceder's documented computational materials design, thermodynamics and diffusion for heteroanionic ceramics for solid-state electrochemical devices. The specific contribution is thermodynamics and computational materials screening; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s31","pxe-s-ceder"],"url":"https://ceder.berkeley.edu/"},{"candidate_id":"ex-galli","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two converged first-principles approximations on one small material model using a bounded functional-ceramic composition and processing study with ionic/electronic transport separated. Compare property disagreement, finite-size effects and computational cost with a reference composition processed under the same conditions.","identity_condition":"verified-profiles","institution":"The University of Chicago and Argonne National Laboratory","name":"Giulia Galli","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yatir Sadia's heteroanionic materials, ionic-conductivity measurement can be paired with Giulia Galli's documented first-principles materials simulation, electronic structure for heteroanionic ceramics for solid-state electrochemical devices. The specific contribution is first-principles electronic structure and material properties; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s31","pxe-s-galli"],"url":"https://galligroup.uchicago.edu/People/galli.php"},{"candidate_id":"ex-grey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Design an NMR/impedance cross-check on two states of the same solid-state composition using a bounded functional-ceramic composition and processing study with ionic/electronic transport separated. Compare agreement between inferred ion motion and bulk conductivity with a reference composition processed under the same conditions.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Clare Grey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yatir Sadia's heteroanionic materials, ionic-conductivity measurement can be paired with Clare Grey's documented solid-state NMR, ionic conduction for heteroanionic ceramics for solid-state electrochemical devices. The specific contribution is local structure and ion-transport characterization; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s31","pxe-s-grey"],"url":"https://www.ch.cam.ac.uk/person/cpg27"},{"candidate_id":"ex-persson","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two atomistic descriptor sets on an explicitly bounded composition library using a bounded functional-ceramic composition and processing study with ionic/electronic transport separated. Compare held-out descriptor error and ranking sensitivity to computational settings with a reference composition processed under the same conditions.","identity_condition":"verified-profiles","institution":"Lawrence Berkeley National Laboratory","name":"Kristin Persson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yatir Sadia's heteroanionic materials, ionic-conductivity measurement can be paired with Kristin Persson's documented atomistic materials modelling, electrolyte discovery for heteroanionic ceramics for solid-state electrochemical devices. The specific contribution is atomistic screening and uncertainty of materials descriptors; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s31","pxe-s-persson"],"url":"https://perssongroup.lbl.gov/"},{"candidate_id":"ex-shaohorn","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Fit competing interface-reaction models to the same synthetic or measured kinetic/impedance traces using a bounded functional-ceramic composition and processing study with ionic/electronic transport separated. Compare parameter identifiability and sensitivity to surface-state assumptions with a reference composition processed under the same conditions.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Yang Shao-Horn","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The inspected profile says no graduate-student intake for 2026-2027; that does not establish willingness or unwillingness to collaborate.","ranking_note":"Rank 6/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yatir Sadia's heteroanionic materials, ionic-conductivity measurement can be paired with Yang Shao-Horn's documented electrochemical interfaces, reaction kinetics for heteroanionic ceramics for solid-state electrochemical devices. The specific contribution is interface kinetics in electrochemical materials; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s31","pxe-s-shaohorn"],"url":"https://chemistry.mit.edu/profile/yang-shao-horn/"},{"candidate_id":"ex-giustino","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a frozen-structure calculation with a temperature-perturbed model of the chosen material using a bounded functional-ceramic composition and processing study with ionic/electronic transport separated. Compare predicted spectral or transport shifts and convergence sensitivity with a reference composition processed under the same conditions.","identity_condition":"verified-profiles","institution":"The University of Texas at Austin","name":"Feliciano Giustino","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yatir Sadia's heteroanionic materials, ionic-conductivity measurement can be paired with Feliciano Giustino's documented electronic structure, electron-phonon interactions for heteroanionic ceramics for solid-state electrochemical devices. The specific contribution is finite-temperature electronic and phonon effects; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s31","c-s38","pxe-s-giustino"],"url":"https://physics.utexas.edu/directory/feliciano-giustino"},{"candidate_id":"ex-marzari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Benchmark a small material model with two numerical settings before scaling a screening campaign using a bounded functional-ceramic composition and processing study with ionic/electronic transport separated. Compare convergence, reproducibility and cost per material with a reference composition processed under the same conditions.","identity_condition":"verified-profiles","institution":"EPFL","name":"Nicola Marzari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The inspected directory establishes broad materials theory/simulation; a specific defect or ion-transport method still needs confirmation.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yatir Sadia's heteroanionic materials, ionic-conductivity measurement can be paired with Nicola Marzari's documented materials theory, materials simulation for heteroanionic ceramics for solid-state electrochemical devices. The specific contribution is materials simulation methods; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s31","pxe-s-marzari"],"url":"https://people.epfl.ch/nicola.marzari"},{"candidate_id":"ex-atwater","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Simulate two patterned-material optical responses and explicitly test whether the optical observable tracks the intended physical state using a bounded functional-ceramic composition and processing study with ionic/electronic transport separated. Compare spectral selectivity, loss and correlation with the predeclared state; reject an unsupported optical proxy with a reference composition processed under the same conditions.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Harry Atwater","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yatir Sadia's heteroanionic materials, ionic-conductivity measurement can be paired with Harry Atwater's documented metasurfaces, two-dimensional materials for heteroanionic ceramics for solid-state electrochemical devices. The specific contribution is light-matter response of patterned materials; this transfer is an analyst hypothesis.","score":6,"source_ids":["a-s31","b-s20","pxe-s-atwater"],"url":"https://atwater.caltech.edu/team-member/harry-atwater"},{"candidate_id":"ex-lewis","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Screen printable inert-surrogate geometries before selecting an ion-conducting chemistry using a bounded functional-ceramic composition and processing study with ionic/electronic transport separated. Compare pore connectivity, print variability and predicted resistance with a reference composition processed under the same conditions.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Jennifer A. Lewis","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yatir Sadia's heteroanionic materials, ionic-conductivity measurement can be paired with Jennifer A. Lewis's documented functional inks, multi-material three-dimensional printing for heteroanionic ceramics for solid-state electrochemical devices. The specific contribution is fabrication geometry, conditional on a compatible conducting formulation; this transfer is an analyst hypothesis.","score":6,"source_ids":["a-s31","pxe-s-lewis"],"url":"https://wyss.harvard.edu/team/core-faculty/jennifer-lewis/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two documented compositions using calculated transport-relevant descriptors and published conductivity trends.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A descriptor correlation cannot substitute for ionic-transport or finite-temperature validation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's functional ceramics and conductivity measurements provide material targets for Goldzak Mizrahi's electronic-structure calculations.","researcher_id":"r41","score":9,"source_ids":["a-s31","a-s32","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Compare coated and uncoated ceramic coupons in a defined salt solution; measure conductivity drift, deposit coverage and coating stability.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o07. An added candidate, r41 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: An antifouling layer can block the very ionic transport needed for sensing; chemistry and readout must be selected first. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler can characterize fouling-resistant coatings while Sadia assesses ionic transport through a functional ceramic sensing interface.","researcher_id":"r04","score":7,"source_ids":["a-s12","a-s13","a-s31","a-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Fit a conductivity calibration on one bounded condition and hold out another; compare bias and interval coverage against a constant calibration.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o07. An added candidate, r41 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A useful sensing observable is unverified, so model results cannot imply a deployable environmental sensor. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's ionic-conductivity measurements can define material drift that Amir Weiss treats as an estimation problem with nuisance temperature and chemistry variables.","researcher_id":"r33","score":7,"source_ids":["a-s31","a-s32","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Replay synthetic power traces based on bounded thermoelectric assumptions through a memory/checkpoint model; measure lost work and energy overhead.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A complete energy harvester and realistic available power are not verified. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia can define a plausible thermoelectric power envelope while Teman models digital memory behaviour under that intermittent supply.","researcher_id":"r01","score":7,"source_ids":["a-s01","a-s31","a-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Select a literature-supported material family and test whether a small defect/composition model predicts jointly measurable spectral and conductivity changes.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A common material system is not established; stop if no chemically compatible family is found. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's colloidal-defect spectroscopy and Sadia's functional-material synthesis could compare how composition and defects affect optical versus transport responses.","researcher_id":"r08","score":7,"source_ids":["a-s25","a-s26","a-s31","a-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a measured candidate material response in a passive optical element and compare temperature sensitivity with a conventional dielectric.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The material must have suitable optical loss and processing compatibility. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's thermoelectric and ceramic materials could supply a temperature-dependent response for Lewi's light-matter design.","researcher_id":"r20","score":7,"source_ids":["a-s31","a-s32","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Simulate a small candidate-composition queue and compare adaptive measurement allocation with equal replication on error and experiment count.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A meaningful materials objective and measurement-noise model must be supplied by Sadia. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's costly composition/conductivity experiments could be scheduled using Singer's stochastic control and cost-sensitive decisions.","researcher_id":"r24","score":7,"source_ids":["a-s31","a-s32","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare two sensor duty cycles against a bounded thermal-power model on uptime, readout error and stored-energy requirements.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Wearable suitability, materials safety and a fabricated harvester are unestablished. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's thermoelectric conversion and Fish's biomedical low-power circuits could test whether a sensor duty cycle fits a constrained thermal energy budget.","researcher_id":"r27","score":7,"source_ids":["a-s31","a-s32","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Compare two compute duty cycles using a simple thermal model; report peak temperature and lost throughput for an explicitly assumed material stack.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. This is a thermal-computing feasibility question, not documented chip-cooling expertise for Sadia. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia can characterize thermal material constraints and Yavits can expose memory-centric workload heat and power profiles.","researcher_id":"r32","score":6,"source_ids":["a-s31","a-s32","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Model a bounded thermal gradient and compare converter drift with passive stabilization; include thermal resistance and electrical power.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Thermoelectric expertise does not establish photonic packaging capability, so this is a low-overlap bridge. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's thermoelectric materials offer a possible thermal-control element for Desiatov's temperature-sensitive nonlinear devices.","researcher_id":"r42","score":6,"source_ids":["a-s31","a-s32","c-s39","c-s40"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Bounded Yatir Sadia/Sadia Yatir inventor searches plus official materials/thermoelectrics profile produced no inspected attributable patent record. Publication coauthorship with Gelbstein/Skinner and papers cited by patents do not establish inventor status. No absence inference; BGU/Imperial and current name variants were not exhaustively searched in national databases.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Yatir Sadia\" patent","url":"https://www.google.com/search?q=%22Yatir%20Sadia%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Yatir Sadia\" inventor","url":"https://www.google.com/search?q=%22Yatir%20Sadia%22%20inventor"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"(\"Yaara Erez\" OR \"Erez Yaara\" OR \"Yatir Sadia\" OR \"Sadia Yatir\") patent inventor","url":"https://www.google.com/search?q=(%22Yaara%20Erez%22%20OR%20%22Erez%20Yaara%22%20OR%20%22Yatir%20Sadia%22%20OR%20%22Sadia%20Yatir%22)%20patent%20inventor"},{"access":"read","observation":"Official Yatir Sadia profile identifies heteroanionic materials, ionic conductivity, thermoelectrics and functional ceramics. Visible publications connect him with Yaniv Gelbstein and Stephen Skinner; this is identity context, not patent attribution.","query":"Document inspection: Yatir Sadia","url":"https://cris.biu.ac.il/en/persons/yatir-sadia/"}]},"researcher_id":"r10","review_status":"partial"},"r11":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-dudley","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Optimize a single temporal-cavity pulse-shaping objective in simulation and then on a safely bounded laboratory control loop.","identity_condition":"verified-profiles","institution":"Université de Franche-Comté and FEMTO-ST","name":"John Dudley","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Original institution wording is preserved. The reopened FEMTO-ST page uses Université de Franche-Comté; any subsequent institutional renaming is unresolved in this bounded refresh.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"The institutional source describes Dudley's nonlinear-optics work and interest in AI for ultrafast optics, complementing Fridman's temporal devices; this is a proposed match only.","score":9,"source_ids":["a-s34","a-s36","pxe-s-dudley"],"url":"https://www.femto-st.fr/en/The-institute/news/john-dudley-appointed-senior-member-institut-universitaire-de-france"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a simulated temporal-lens or nonlinear-fiber experiment with a fixed search budget. Compare calibration error, risk-coverage and confident-error rate with fixed parameter scans under the same loss and pulse-energy constraints.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Fridman's time lenses, temporal cavities can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for self-driving temporal-photonics experiments. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s34","b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-lipson","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a small integrated modulation/interference circuit with realistic propagation loss using a simulated temporal-lens or nonlinear-fiber experiment with a fixed search budget. Compare conversion or routing fidelity, insertion loss and fabrication sensitivity with fixed parameter scans under the same loss and pulse-energy constraints.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Moti Fridman's time lenses, temporal cavities can be paired with Michal Lipson's documented integrated nanophotonics, on-chip modulation for self-driving temporal-photonics experiments. The specific contribution is integrated optical modulation and light confinement; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s34","a-s40","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"candidate_id":"ex-loncar","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Model a compact nonlinear optical element with realistic loss and fabrication variation using a simulated temporal-lens or nonlinear-fiber experiment with a fixed search budget. Compare conversion efficiency, noise and sensitivity to geometry with fixed parameter scans under the same loss and pulse-energy constraints.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Marko Loncar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Moti Fridman's time lenses, temporal cavities can be paired with Marko Loncar's documented nanoscale optics, quantum engineering for self-driving temporal-photonics experiments. The specific contribution is nanoscale integrated quantum optics; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s34","c-s41","pxe-s-loncar"],"url":"https://seas.harvard.edu/person/marko-loncar"},{"candidate_id":"ex-vuckovic","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare one inverse-designed and one conventional cavity/coupler under matched fabrication constraints using a simulated temporal-lens or nonlinear-fiber experiment with a fixed search budget. Compare coupling efficiency, bandwidth and tolerance sensitivity with fixed parameter scans under the same loss and pulse-energy constraints.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Jelena Vuckovic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Moti Fridman's time lenses, temporal cavities can be paired with Jelena Vuckovic's documented integrated quantum photonics, cavity QED for self-driving temporal-photonics experiments. The specific contribution is cavity coupling and inverse photonic design; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s34","b-s03","pxe-s-vuckovic"],"url":"https://stanford.edu/~jela/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a simulated temporal-lens or nonlinear-fiber experiment with a fixed search budget. Compare estimation error, calibration and bits per valid decision with fixed parameter scans under the same loss and pulse-energy constraints.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Fridman's time lenses, temporal cavities can be paired with Gregory Wornell's documented signal processing, statistical inference for self-driving temporal-photonics experiments. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s34","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-wu","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a two-channel photonic routing/readout block under fabrication tolerances using a simulated temporal-lens or nonlinear-fiber experiment with a fixed search budget. Compare insertion loss, crosstalk and readout variation with fixed parameter scans under the same loss and pulse-energy constraints.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Ming Wu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Moti Fridman's time lenses, temporal cavities can be paired with Ming Wu's documented silicon photonics, photonic integrated circuits for self-driving temporal-photonics experiments. The specific contribution is integrated optical routing and sensing; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s34","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-atwater","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Simulate two patterned-material optical responses and explicitly test whether the optical observable tracks the intended physical state using a simulated temporal-lens or nonlinear-fiber experiment with a fixed search budget. Compare spectral selectivity, loss and correlation with the predeclared state; reject an unsupported optical proxy with fixed parameter scans under the same loss and pulse-energy constraints.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Harry Atwater","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Moti Fridman's time lenses, temporal cavities can be paired with Harry Atwater's documented metasurfaces, two-dimensional materials for self-driving temporal-photonics experiments. The specific contribution is light-matter response of patterned materials; this transfer is an analyst hypothesis.","score":6,"source_ids":["a-s34","b-s20","pxe-s-atwater"],"url":"https://atwater.caltech.edu/team-member/harry-atwater"},{"candidate_id":"ex-atature","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Represent a hypothetical emitter output as a declared photon wavepacket and pass it through a temporal-lens transfer function. Compare shaped and unshaped pulses at equal detected photon budget by overlap with an explicitly assumed emitter acceptance mode. Sweep linewidth and timing jitter; stop if emitter linewidth and the lens bandwidth cannot be made compatible.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Mete Atatüre","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Spin/photon interfaces motivate a possible wavepacket-matching task, but emitter parameters and an actual temporal-lens interface remain unestablished. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Spin/photon interfaces motivate a possible wavepacket-matching task, but emitter parameters and an actual temporal-lens interface remain unestablished. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Moti Fridman with Mete Atatüre: Spin/photon interfaces motivate a possible wavepacket-matching task, but emitter parameters and an actual temporal-lens interface remain unestablished.","score":4,"source_ids":["a-s27","a-s34","pxe-s-atature"],"url":"https://www.quantum.cam.ac.uk/mete-atature"},{"candidate_id":"ex-mitchell","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Specify an idealized atomic phase-sensing pulse and a temporal-lens transfer function, including pulse bandwidth and energy limits. Compare shaped and unshaped pulses within the same atomic-response model by phase-estimation error and timing-jitter sensitivity. Treat the atomic response as a declared assumption and reject the transfer if the bandwidth/observable mapping fails.","identity_condition":"verified-profiles","institution":"ICFO - The Institute of Photonic Sciences","name":"Morgan W. Mitchell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Atomic metrology is a conditional application of temporal pulse shaping, not evidence that the existing fibre system implements an atomic sensor. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Atomic metrology is a conditional application of temporal pulse shaping, not evidence that the existing fibre system implements an atomic sensor. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Moti Fridman with Morgan W. Mitchell: Atomic metrology is a conditional application of temporal pulse shaping, not evidence that the existing fibre system implements an atomic sensor.","score":4,"source_ids":["a-s34","c-s19","pxe-s-mitchell"],"url":"https://www.icfo.eu/about-icfo/people/directory/?id=11"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Model a pulse through a time lens and three frequency modes; compare transformation fidelity and mode leakage with a frequency-only baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/12; fit 9/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Quantum coherence and dispersion assumptions must be explicit.","rationale":"Proposal hypothesis: Fridman's time lenses and Blau's frequency-mode quantum optics connect temporal control with spectral transformations.","researcher_id":"r12","score":9,"source_ids":["a-s34","a-s37","a-s38"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare full simulated pulse traces with extremum-based summaries on time-delay error and transmitted sample count.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/12; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Compression must preserve the particular pulse statistic needed by the optical experiment.","rationale":"Proposal hypothesis: Fridman's ultrafast temporal measurements present an estimation problem for Amir Weiss's compression and time-delay methods.","researcher_id":"r33","score":9,"source_ids":["a-s34","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare a fiber time-lens model with an integrated nonlinear implementation on bandwidth, dispersion and conversion loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/12; fit 9/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Platform transfer requires explicit dispersion and fabrication parameters.","rationale":"Proposal hypothesis: Fridman's nonlinear temporal optics and Desiatov's integrated frequency conversion share a pulse-control problem across fiber and chip platforms.","researcher_id":"r42","score":9,"source_ids":["a-s34","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Convolve a reported emission-decay model with a temporal instrument response and compare parameter recovery with ordinary time binning.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/12; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Single-photon brightness may be too low for the chosen time-lens architecture.","rationale":"Proposal hypothesis: Panfil's emitter dynamics could be examined with Fridman's temporal optical measurements if the timescales and photon budget align.","researcher_id":"r08","score":8,"source_ids":["a-s25","a-s26","a-s34"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Replay synthetic fluorescence traces through two modulation/temporal-filter schemes; compare signal recovery at equal acquisition time.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/12; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Any improvement must survive detector bandwidth and sample-background constraints.","rationale":"Proposal hypothesis: Fridman's time-domain optics and Danielli's temporally modulated background subtraction meet on separating weak signals from structured backgrounds.","researcher_id":"r14","score":8,"source_ids":["a-s34","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate two pulse shapes at a fixed atomic linewidth and compare coupling efficiency and timing sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/12; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Compatibility with the atomic resonance must precede a bench test.","rationale":"Proposal hypothesis: Fridman's temporal pulse shaping could provide a controlled input for Zektzer's atom-microresonator interface.","researcher_id":"r15","score":8,"source_ids":["a-s34","b-s01","b-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a time-lens model with and without an angularly dispersive surface on pulse distortion over incidence angle.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/12; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A metasurface may add loss without improving temporal control.","rationale":"Proposal hypothesis: Fridman's temporal optics and Lewi's metasurfaces could separate temporal and angular dispersion in a compact optical processor.","researcher_id":"r20","score":8,"source_ids":["a-s34","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a temporal-cavity model with classical and quantum input statistics at equal energy; quantify an explicitly chosen observable.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/12; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The temporal cavity and equal-energy comparison are plausible, but the test leaves the observable explicitly to be chosen. A 3/3 feasible-first-test score is premature until the measured quantity, quantum/classical input states and loss/noise model are fixed. The live Fridman page even lists joint quantum-temporal work, supporting topic fit without resolving this experimental specification. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A temporal analogy alone does not establish quantum advantage.","rationale":"Proposal hypothesis: Fridman's temporal cavities provide a concrete optical system for Eliahu Cohen's questions about quantum time and measurement.","researcher_id":"r35","score":8,"source_ids":["a-s34","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Propagate a synthetic fast-moving target through separate and combined resolution models; report recovered spatial and temporal bandwidth.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/12; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A common optical architecture and photon budget are unverified.","rationale":"Proposal hypothesis: Fridman's temporal microscopy and Zalevsky's super-resolution imaging could test complementary limits on time and spatial resolution.","researcher_id":"r36","score":8,"source_ids":["a-s34","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Apply a bounded temporal response model to simulated photon-arrival data and compare perfusion-estimation bias with ordinary time binning.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/12; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Fast optical processing is useful only if timing is the dominant measurement limit.","rationale":"Proposal hypothesis: Fridman's temporal optical tools could help Ozana distinguish instrument timing effects from photon-arrival signatures in diffuse sensing.","researcher_id":"r13","score":7,"source_ids":["a-s34","a-s41","a-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Optimize a low-dimensional cavity simulator with a Bayesian method and random search; compare target error and failed settings under parameter shifts.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/12; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The ML method is transferable, but lab-safe control and physical validation remain separate.","rationale":"Proposal hypothesis: Fridman can define a temporal-cavity control objective while Fetaya supplies uncertainty-aware or robust model-based search.","researcher_id":"r22","score":7,"source_ids":["a-s34","b-s24"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare a nominal nonlinear-response model with two material-informed perturbations on pulse broadening and temporal-cavity stability.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 12/12; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Neither source establishes a shared nonlinear material; select one before interpreting the model physically.","rationale":"Proposal hypothesis: Goldzak Mizrahi's material-response modelling could constrain dispersion assumptions in Fridman's nonlinear temporal experiments.","researcher_id":"r41","score":7,"source_ids":["a-s34","c-s36","c-s37"]}],"patents":{"coverage":"partial","note":"Two attributable representative families inspected: Yeda polarization measurement and Bar-Ilan optical spectrometer. The spectrometer publication records grant US12467788B2 dated 2025-11-11; it is noted as a variant, not counted again. Moti/Mordechai searches and the live legacy faculty page support identity; newer lab page returned a browser-verification interstitial. Institutional optical-encryption report remains a lead without an inspected publication number. No exhaustive Weizmann/Cornell/BIU portfolio audit.","records":[{"assignee":"Bar Ilan University","attribution_note":"Inventor Moti Fridman matches the official faculty name and documented optical/temporal research; Yeda and Bar-Ilan records are both included. No inventorship is inferred from papers merely cited in other patents. The inspected page records US12467788B2 as its 2025-11-11 grant; retained here under the directly inspected application publication, with the grant noted as a variant.","claim_ids":["pxa-c-r11-US20240044705A1"],"family_key":"google-family:82159119","identifier":"US20240044705A1","original":false,"publication_date":"2024-02-08","source_ids":["pxa-s-US20240044705A1","pxa-s-fridman-bio"],"title":"Optical spectrometer system","url":"https://patents.google.com/patent/US20240044705A1/en","verification":"publication-inspected"},{"assignee":"Yeda Research and Development Co Ltd","attribution_note":"Inventor Moti Fridman matches the official faculty name and documented optical/temporal research; Yeda and Bar-Ilan records are both included. No inventorship is inferred from papers merely cited in other patents.","claim_ids":["pxa-c-r11-US20130010295A1"],"family_key":"google-family:44169909","identifier":"US20130010295A1","original":false,"publication_date":"2013-01-10","source_ids":["pxa-s-US20130010295A1","pxa-s-fridman-bio"],"title":"System and method for polarization measurement","url":"https://patents.google.com/patent/US20130010295A1/en","verification":"publication-inspected"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Moti Fridman\" patents","url":"https://www.google.com/search?q=%22Moti%20Fridman%22%20patents"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Moti Fridman\" site:patents.google.com/patent","url":"https://www.google.com/search?q=%22Moti%20Fridman%22%20site%3Apatents.google.com%2Fpatent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Moti Fridman\" \"inventor\"","url":"https://www.google.com/search?q=%22Moti%20Fridman%22%20%22inventor%22"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Moti Fridman\" \"temporal\" patent US","url":"https://www.google.com/search?q=%22Moti%20Fridman%22%20%22temporal%22%20patent%20US"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Mordechai Fridman\" patent","url":"https://www.google.com/search?q=%22Mordechai%20Fridman%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Moti Fridman\" patent \"encryption\"","url":"https://www.google.com/search?q=%22Moti%20Fridman%22%20patent%20%22encryption%22"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Fridman\" \"patent\" \"encryption\" \"Klein\"","url":"https://www.google.com/search?q=%22Fridman%22%20%22patent%22%20%22encryption%22%20%22Klein%22"},{"access":"read","observation":"Bibliographic record US20130010295A1; title: System and method for polarization measurement; inventor field: Nir Davidson; Asher Friesem; Moti Fridman; publication date: 2013-01-10; listed assignee field: Yeda Research and Development Co Ltd; application: US:13/636,983. Google family ID: 44169909.","query":"Document inspection: US20130010295A1 — System and method for polarization measurement","url":"https://patents.google.com/patent/US20130010295A1/en"},{"access":"read","observation":"The legacy Bar-Ilan faculty page is headed Prof. Moti Fridman and lists quantum optics, temporal optics and ultrafast phenomena, consistent with the inspected optical patent subjects.","query":"Document inspection: Dr. Moti Fridman | Faculty of Engineering","url":"https://www.eng.biu.ac.il/fridmama/"},{"access":"read","observation":"Bibliographic record US20240044705A1; title: Optical spectrometer system; inventor field: Moti Fridman; Avi Klein; publication date: 2024-02-08; listed assignee field: Bar Ilan University; application: US:18/258,962. Google family ID: 82159119. Timeline records US12467788B2 publication/grant on 2025-11-11.","query":"Document inspection: US20240044705A1 — Optical spectrometer system","url":"https://patents.google.com/patent/US20240044705A1/en"},{"access":"deferred","observation":"2026-09-07: HTTP 200 browser-verification/Radware interstitial; substantive laboratory content not read.","query":"Document inspection: New Fridman laboratory page — access deferred","url":"https://sites.biu.ac.il/en/fridman-lab"}]},"researcher_id":"r11","review_status":"partial"},"r12":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-lipson","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Implement a three- or four-mode frequency beamsplitter and measure insertion loss, mode crosstalk and transformation fidelity.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Original a-s40 records coauthorship; this is a proposed extension of an existing connection.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"The Columbia group's official publication record includes the N-way frequency-beamsplitter work coauthored with Blau, making this an existing research connection that could be extended in a new direction; future willingness is unknown.","score":9,"source_ids":["a-s37","a-s40","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"candidate_id":"ex-loncar","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Model a compact nonlinear optical element with realistic loss and fabrication variation using a small frequency-mode quantum photonic circuit with the same input states. Compare conversion efficiency, noise and sensitivity to geometry with the present frequency-beamsplitter architecture at equal loss.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Marko Loncar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Miri Blau's frequency-domain quantum optics, integrated photonics can be paired with Marko Loncar's documented nanoscale optics, quantum engineering for extend an existing collaboration toward a programmable high-dimensional photonic processor. The specific contribution is nanoscale integrated quantum optics; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s37","c-s41","pxe-s-loncar"],"url":"https://seas.harvard.edu/person/marko-loncar"},{"candidate_id":"ex-vuckovic","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Compare one inverse-designed and one conventional cavity/coupler under matched fabrication constraints using a small frequency-mode quantum photonic circuit with the same input states. Compare coupling efficiency, bandwidth and tolerance sensitivity with the present frequency-beamsplitter architecture at equal loss.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Jelena Vuckovic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Miri Blau's frequency-domain quantum optics, integrated photonics can be paired with Jelena Vuckovic's documented integrated quantum photonics, cavity QED for extend an existing collaboration toward a programmable high-dimensional photonic processor. The specific contribution is cavity coupling and inverse photonic design; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s37","b-s03","pxe-s-vuckovic"],"url":"https://stanford.edu/~jela/"},{"candidate_id":"ex-atature","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Model a spin/photon readout sequence with calibrated dephasing and collection-loss sweeps using a small frequency-mode quantum photonic circuit with the same input states. Compare readout contrast and sensitivity to decoherence with the present frequency-beamsplitter architecture at equal loss.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Mete Atatüre","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Miri Blau's frequency-domain quantum optics, integrated photonics can be paired with Mete Atatüre's documented spin-photon interfaces, quantum sensors for extend an existing collaboration toward a programmable high-dimensional photonic processor. The specific contribution is spin-photon interface characterization; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s27","a-s37","pxe-s-atature"],"url":"https://www.quantum.cam.ac.uk/mete-atature"},{"candidate_id":"ex-dudley","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare fixed parameter scanning with a bounded adaptive search in a nonlinear propagation model using a small frequency-mode quantum photonic circuit with the same input states. Compare target waveform error and number of evaluations with the present frequency-beamsplitter architecture at equal loss.","identity_condition":"verified-profiles","institution":"Université de Franche-Comté and FEMTO-ST","name":"John Dudley","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Original institution wording is preserved. The reopened FEMTO-ST page uses Université de Franche-Comté; any subsequent institutional renaming is unresolved in this bounded refresh.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Miri Blau's frequency-domain quantum optics, integrated photonics can be paired with John Dudley's documented nonlinear optics, ultrafast optics for extend an existing collaboration toward a programmable high-dimensional photonic processor. The specific contribution is nonlinear optical dynamics and experiment control; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s36","a-s37","pxe-s-dudley"],"url":"https://www.femto-st.fr/en/The-institute/news/john-dudley-appointed-senior-member-institut-universitaire-de-france"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a small frequency-mode quantum photonic circuit with the same input states. Compare estimation error, calibration and bits per valid decision with the present frequency-beamsplitter architecture at equal loss.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Miri Blau's frequency-domain quantum optics, integrated photonics can be paired with Gregory Wornell's documented signal processing, statistical inference for extend an existing collaboration toward a programmable high-dimensional photonic processor. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s37","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-wu","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a two-channel photonic routing/readout block under fabrication tolerances using a small frequency-mode quantum photonic circuit with the same input states. Compare insertion loss, crosstalk and readout variation with the present frequency-beamsplitter architecture at equal loss.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Ming Wu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Miri Blau's frequency-domain quantum optics, integrated photonics can be paired with Ming Wu's documented silicon photonics, photonic integrated circuits for extend an existing collaboration toward a programmable high-dimensional photonic processor. The specific contribution is integrated optical routing and sensing; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s37","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-atwater","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate two patterned-material optical responses and explicitly test whether the optical observable tracks the intended physical state using a small frequency-mode quantum photonic circuit with the same input states. Compare spectral selectivity, loss and correlation with the predeclared state; reject an unsupported optical proxy with the present frequency-beamsplitter architecture at equal loss.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Harry Atwater","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Miri Blau's frequency-domain quantum optics, integrated photonics can be paired with Harry Atwater's documented metasurfaces, two-dimensional materials for extend an existing collaboration toward a programmable high-dimensional photonic processor. The specific contribution is light-matter response of patterned materials; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s37","b-s20","pxe-s-atwater"],"url":"https://atwater.caltech.edu/team-member/harry-atwater"},{"candidate_id":"ex-calderbank","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Define classical symbols carried by measured frequency-bin outcomes and an explicit stochastic bin-confusion/erasure channel derived from a toy photonic circuit. Compare a small block code with repetition at equal transmitted-bin budget using the same channel matrix; measure decoded-symbol error and decoding cost. This is classical coding of readout outcomes, not a quantum error-correction claim.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Coding can address corrupted frequency-bin measurements after a concrete encoding and noise channel are defined; quantum-state protection remains unproven. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Coding can address corrupted frequency-bin measurements after a concrete encoding and noise channel are defined; quantum-state protection remains unproven. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Miri Blau with Robert Calderbank: Coding can address corrupted frequency-bin measurements after a concrete encoding and noise channel are defined; quantum-state protection remains unproven.","score":6,"source_ids":["a-s37","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-mitchell","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Choose differential optical phase between two frequency bins as the toy observable. Write down the measurement probabilities with phase noise and loss, then compare a phase estimator motivated by atomic metrology with a conventional likelihood estimator on the same photon-count samples. Stop if the proposed estimator requires an atomic degree of freedom absent from the circuit.","identity_condition":"verified-profiles","institution":"ICFO - The Institute of Photonic Sciences","name":"Morgan W. Mitchell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: The bridge is a testable estimator analogy for a common phase observable; an atomic readout sequence is not directly supplied by a frequency beamsplitter. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. The bridge is a testable estimator analogy for a common phase observable; an atomic readout sequence is not directly supplied by a frequency beamsplitter. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Miri Blau with Morgan W. Mitchell: The bridge is a testable estimator analogy for a common phase observable; an atomic readout sequence is not directly supplied by a frequency beamsplitter.","score":4,"source_ids":["a-s37","c-s19","pxe-s-mitchell"],"url":"https://www.icfo.eu/about-icfo/people/directory/?id=11"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Model a three-mode transformation on a specified nonlinear platform and compare fidelity, cross-talk and fabrication-tolerance sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 9/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: High optical topic fit still requires a platform-specific loss budget before a fabrication commitment.","rationale":"Proposal hypothesis: Blau's frequency-domain quantum transformations and Desiatov's integrated nonlinear conversion have a direct mode-control/device division of work.","researcher_id":"r42","score":9,"source_ids":["a-s37","a-s38","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Model a pulse through a time lens and three frequency modes; compare transformation fidelity and mode leakage with a frequency-only baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 9/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Quantum coherence and dispersion assumptions must be explicit.","rationale":"Proposal hypothesis: Fridman's time lenses and Blau's frequency-mode quantum optics connect temporal control with spectral transformations.","researcher_id":"r11","score":9,"source_ids":["a-s34","a-s37","a-s38"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Propagate an experimentally grounded emitter spectrum through a small frequency-mode model and quantify accepted bandwidth and mode cross-talk.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Moti Fridman ranks higher at 9/10 (overlap 4, complementarity 3, feasibility 2). Its proposed capability split: Proposal hypothesis: Fridman's time lenses and Blau's frequency-mode quantum optics connect temporal control with spectral transformations. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Source linewidth, coherence and interface loss must be compatible; room-temperature emission alone does not establish that compatibility.","rationale":"Proposal hypothesis: Panfil's emission spectrum and Blau's frequency-mode optics could test whether a colloidal source can feed a controlled quantum frequency transformation.","researcher_id":"r08","score":8,"source_ids":["a-s25","a-s26","a-s37","a-s38"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Model an atomic-line input through a frequency transformation and compare accepted bandwidth, cross-talk and interface loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Moti Fridman ranks higher at 9/10 (overlap 4, complementarity 3, feasibility 2). Its proposed capability split: Proposal hypothesis: Fridman's time lenses and Blau's frequency-mode quantum optics connect temporal control with spectral transformations. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Atomic linewidth, converter noise and operating conditions are the decisive compatibility uncertainties.","rationale":"Proposal hypothesis: Blau's quantum frequency-mode control could test spectral matching between Zektzer's hybrid atomic interface and another photonic channel.","researcher_id":"r15","score":8,"source_ids":["a-s37","a-s38","b-s01","b-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Simulate a three-mode transformation with detector loss and compare a proposed measurement statistic to a classical mixture control.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Moti Fridman ranks higher at 9/10 (overlap 4, complementarity 3, feasibility 2). Its proposed capability split: Proposal hypothesis: Fridman's time lenses and Blau's frequency-mode quantum optics connect temporal control with spectral transformations. Compare the cited first experiments; these are analyst priorities, not measured success rates. Independent review lowered feasibility by one point: Three modes, detector loss and a classical-mixture control give a useful scaffold, but the proposed measurement statistic is unnamed. Define the witness/estimator and its output criterion, or score feasibility 2/3 rather than 3/3. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The score reflects a tractable optical-theory test, not an established quantum advantage.","rationale":"Proposal hypothesis: Blau's quantum frequency transformations give Eliahu Cohen a concrete measurement system for testing distinguishability and uncertainty relations.","researcher_id":"r35","score":8,"source_ids":["a-s37","a-s38","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model two frequency modes through a dispersive surface and compare coherence-preserving transfer with an incoherent classical control.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Quantum-compatible loss and polarization response need qualification.","rationale":"Proposal hypothesis: Blau's quantum-mode requirements could constrain Lewi's angular/spectral metasurface transformations.","researcher_id":"r20","score":8,"source_ids":["a-s37","a-s38","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Compare two candidate material-response models in a three-mode quantum transformation and report loss and fidelity sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Moti Fridman ranks higher at 9/10 (overlap 4, complementarity 3, feasibility 2). Its proposed capability split: Proposal hypothesis: Fridman's time lenses and Blau's frequency-mode quantum optics connect temporal control with spectral transformations. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Electronic-structure outputs may not directly parameterize the integrated platform; translation across model scales is the bottleneck.","rationale":"Proposal hypothesis: Goldzak Mizrahi can model material response while Blau identifies the frequency-mode transformation that an optical interface must preserve.","researcher_id":"r41","score":7,"source_ids":["a-s37","a-s38","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a frequency-multiplexed diffuse measurement and compare separability and shot-noise-limited estimation to sequential acquisition.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Tissue scattering and low count rates may erase the proposed mode benefit.","rationale":"Proposal hypothesis: Blau can define frequency-mode manipulation while Ozana specifies diffuse-optical photon-counting constraints.","researcher_id":"r13","score":7,"source_ids":["a-s37","a-s38","a-s41","a-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model two fluorescence bands through a mode-selective optical response and compare cross-talk with standard bandpass filters.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Fluorescence is not assumed to retain quantum coherence; the proposal is classical spectral discrimination.","rationale":"Proposal hypothesis: Blau's spectral-mode control could test multiplexed readout in Danielli's optical biomarker assays.","researcher_id":"r14","score":7,"source_ids":["a-s37","a-s38","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Simulate two frequency-labelled image channels at equal photons and compare reconstruction error with ordinary spectral separation.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Frequency multiplexing does not imply improved spatial resolution or a quantum advantage.","rationale":"Proposal hypothesis: Blau's quantum frequency control and Zalevsky's imaging methods could examine whether spectral multiplexing improves a bounded reconstruction task.","researcher_id":"r36","score":7,"source_ids":["a-s37","a-s38","c-s20","c-s21","c-s42"]}],"patents":{"coverage":"partial","note":"Original WO2013160902A1 remains. Inspected US20150098697A1 explicitly names Miri Blau and Dan Mark Marom and links PCT/IL2013/050361 / WO2013160902A1; omitted as a same-family duplicate. Broader inventor and Columbia queries produced no independently inspected additional family. No exhaustive Hebrew University/Columbia/current portfolio or absence claim.","records":[{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"WO2013160902A1","original":true,"publication_date":null,"source_ids":["a-s39"],"title":"System and method for mode division multiplexing","url":"https://patents.google.com/patent/WO2013160902A1/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Miri Blau\" patents","url":"https://www.google.com/search?q=%22Miri%20Blau%22%20patents"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Miri Blau\" inventor patent","url":"https://www.google.com/search?q=%22Miri%20Blau%22%20inventor%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Miri Blau\" \"patents\" \"Columbia\"","url":"https://www.google.com/search?q=%22Miri%20Blau%22%20%22patents%22%20%22Columbia%22"},{"access":"read","observation":"Bibliographic record US20150098697A1; title: System and method for mode division multiplexing; inventor field: Dan Mark Marom; Miri Blau; publication date: 2015-04-09; listed assignee field: Yissum Research Development Co of Hebrew University of Jerusalem; application: US:14/396,898. Google family ID: 48444466. Applications Claiming Priority and Country Status name PCT/IL2013/050361 and WO2013160902A1.","query":"Document inspection: US20150098697A1 — System and method for mode division multiplexing","url":"https://patents.google.com/patent/US20150098697A1/en"}]},"researcher_id":"r12","review_status":"partial"},"r13":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-boas","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Benchmark simultaneous optical and acoustic channels on tissue phantoms, then consider a separately approved small physiology study.","identity_condition":"verified-profiles","institution":"Boston University","name":"David Boas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Boas's official profile covers neurophotonics, fNIRS and neurovascular coupling, complementing Ozana's single-photon and optical-acoustic instrumentation; this is a proposed match only.","score":9,"source_ids":["a-s41","a-s44","pxe-s-boas"],"url":"https://www.bu.edu/eng/profile/david-boas-ph-d/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a planned flowing optical phantom with controlled absorption, scattering and acoustic perturbations. Compare estimation error, calibration and bits per valid decision with an optical-only perfusion estimator under matched conditions.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Nisan Ozana's diffuse optical sensing, cerebral blood-flow measurement can be paired with Gregory Wornell's documented signal processing, statistical inference for hybrid optical-acoustic bedside cerebral perfusion monitor. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s41","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-chien","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Design a two-channel acquisition or microfluidic calibration experiment with a matched blank using a planned flowing optical phantom with controlled absorption, scattering and acoustic perturbations. Compare measurement noise, cross-channel contamination and readout energy with an optical-only perfusion estimator under matched conditions.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jun-Chau Chien","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Nisan Ozana's diffuse optical sensing, cerebral blood-flow measurement can be paired with Jun-Chau Chien's documented biosensors, microfluidics for hybrid optical-acoustic bedside cerebral perfusion monitor. The specific contribution is microfluidic and mixed-signal measurement; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s41","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a planned flowing optical phantom with controlled absorption, scattering and acoustic perturbations. Compare calibration error, risk-coverage and confident-error rate with an optical-only perfusion estimator under matched conditions.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Nisan Ozana's diffuse optical sensing, cerebral blood-flow measurement can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for hybrid optical-acoustic bedside cerebral perfusion monitor. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s41","b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-ozcan","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare conventional reconstruction with a learned inverse model on matched phantom data held out by acquisition condition using a planned flowing optical phantom with controlled absorption, scattering and acoustic perturbations. Compare reconstruction bias, resolution and uncertainty under hardware shift with an optical-only perfusion estimator under matched conditions.","identity_condition":"verified-profiles","institution":"University of California, Los Angeles","name":"Aydogan Ozcan","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Nisan Ozana's diffuse optical sensing, cerebral blood-flow measurement can be paired with Aydogan Ozcan's documented computational imaging, microscopy for hybrid optical-acoustic bedside cerebral perfusion monitor. The specific contribution is computational imaging and quantitative reconstruction; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s41","c-s22","pxe-s-ozcan"],"url":"https://samueli.ucla.edu/people/aydogan-ozcan/"},{"candidate_id":"ex-lipson","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a small integrated modulation/interference circuit with realistic propagation loss using a planned flowing optical phantom with controlled absorption, scattering and acoustic perturbations. Compare conversion or routing fidelity, insertion loss and fabrication sensitivity with an optical-only perfusion estimator under matched conditions.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Nisan Ozana's diffuse optical sensing, cerebral blood-flow measurement can be paired with Michal Lipson's documented integrated nanophotonics, on-chip modulation for hybrid optical-acoustic bedside cerebral perfusion monitor. The specific contribution is integrated optical modulation and light confinement; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s40","a-s41","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"candidate_id":"ex-muller","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Simulate front-end noise and sampling duty cycle before selecting a sensor interface using a planned flowing optical phantom with controlled absorption, scattering and acoustic perturbations. Compare signal-to-noise ratio and acquisition power with an optical-only perfusion estimator under matched conditions.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Rikky Muller","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Nisan Ozana's diffuse optical sensing, cerebral blood-flow measurement can be paired with Rikky Muller's documented integrated circuits, biosystems for hybrid optical-acoustic bedside cerebral perfusion monitor. The specific contribution is bioelectronic acquisition interfaces; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s41","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-quake","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Model fluorescent particles traversing a microchannel with known input concentration, flow velocity and detection probability. Compare inferred concentration/flow with and without a simulated isolation stage while holding the downstream optical estimator and input flux fixed; report bias against known truth and sensitivity to particle losses. A physical cell-isolation experiment requires new samples.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Stephen Quake","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Microfluidic single-particle handling could clarify measurement bias in optical flow sensing; capture efficiency must be linked to the same concentration/flow outcome. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Microfluidic single-particle handling could clarify measurement bias in optical flow sensing; capture efficiency must be linked to the same concentration/flow outcome. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Nisan Ozana with Stephen Quake: Microfluidic single-particle handling could clarify measurement bias in optical flow sensing; capture efficiency must be linked to the same concentration/flow outcome.","score":6,"source_ids":["a-s41","pxe-s-quake"],"url":"https://profiles.stanford.edu/stephen-quake"},{"candidate_id":"ex-boyden","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Define a separate synthetic labelled-cell imaging benchmark with known cell positions, flow-induced displacements and channel mixing. Compare registration methods on the same rendered image pairs by displacement error and false correspondences. Establish the biological reason for a cellular imaging branch before proposing labels or physical perturbation in a perfusion setup.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Ed Boyden","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Cellular labelling/registration is not directly available in an acellular flow phantom; its connection to the physiological sensing objective remains conditional. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Cellular labelling/registration is not directly available in an acellular flow phantom; its connection to the physiological sensing objective remains conditional. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Nisan Ozana with Ed Boyden: Cellular labelling/registration is not directly available in an acellular flow phantom; its connection to the physiological sensing objective remains conditional.","score":4,"source_ids":["a-s41","pxe-s-boyden"],"url":"https://mcgovern.mit.edu/profile/ed-boyden/"},{"candidate_id":"ex-he","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Create a hypothetical joint optical/electrical forward model driven by one latent physiological oscillation with a declared delay and noise model. Compare optical-only and joint latent-state estimators on the same synthetic episodes against known latent truth. Audit whether simultaneous electrophysiology is scientifically justified and obtainable before any phantom or human validation.","identity_condition":"verified-profiles","institution":"Carnegie Mellon University","name":"Bin He","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Multimodal electrophysiological estimation is a separate conditional branch; a flowing optical phantom does not produce electrophysiology or validate neural decoding. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Multimodal electrophysiological estimation is a separate conditional branch; a flowing optical phantom does not produce electrophysiology or validate neural decoding. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Nisan Ozana with Bin He: Multimodal electrophysiological estimation is a separate conditional branch; a flowing optical phantom does not produce electrophysiology or validate neural decoding.","score":4,"source_ids":["a-s30","a-s41","pxe-s-he"],"url":"https://www.cmu.edu/bme/helab/People/faculty/bhe.html"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare full photon-arrival traces with compressed summaries on simulated flow-estimation error across count rates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The simulation must use an explicit optical forward model before physiology is inferred. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana's diffuse optical sensing gives Amir Weiss a concrete estimation/compression task where photon statistics constrain signal quality.","researcher_id":"r33","score":10,"source_ids":["a-s41","a-s42","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Perturb a public or simulated optical perfusion dataset with motion and photon-count variation; compare error flagging at a fixed false-alarm rate.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r13: Conditional role: assess readout feasibility only if a defined optical/acoustic observable maps to the target functional signal in the chosen culture model. o05 r23: Conditional later role: evaluate uncertainty after a reference dataset and transparent signal-analysis baseline exist.","ranking_note":"Rank 2/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r33 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A physiologically meaningful reference is needed before interpreting calibrated signal estimates as clinical performance. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana's diffuse optical measurements have signal-quality and domain-shift questions suited to Goldberger's uncertainty and image-analysis methods.","researcher_id":"r23","score":9,"source_ids":["a-s41","a-s42","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two optical readout models on a tissue phantom with controlled motion; measure perfusion-estimate bias and repeatability.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Phantom performance does not establish human monitoring or clinical utility. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana's diffuse brain monitoring and Zalevsky's biomedical and fiber sensing offer complementary routes to identify motion-sensitive optical artifacts.","researcher_id":"r36","score":9,"source_ids":["a-s41","a-s42","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Use an open or simulated concurrent neural/hemodynamic time series to compare lag-aware coupling with shuffled controls before any participant study.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r13: Conditional role: assess readout feasibility only if a defined optical/acoustic observable maps to the target functional signal in the chosen culture model.","ranking_note":"Rank 4/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r33 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Shared brain monitoring supports topic fit, but modality alignment and separate human-study approval limit immediate feasibility. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's human brain-network questions complement Ozana's optical-acoustic brain monitoring when a hemodynamic measurement is explicitly separated from neural activity.","researcher_id":"r09","score":8,"source_ids":["a-s28","a-s29","a-s41","a-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate a weak fluorescence time series with known background and compare photon-counting and analog readout on recovery and false positives.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Detector choice must match assay timescales and fluorescence background. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana's single-photon optical instrumentation and Danielli's background-suppression assays meet on detection under low count rates.","researcher_id":"r14","score":8,"source_ids":["a-s41","a-s42","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Apply a bounded temporal response model to simulated photon-arrival data and compare perfusion-estimation bias with ordinary time binning.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Fast optical processing is useful only if timing is the dominant measurement limit. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fridman's temporal optical tools could help Ozana distinguish instrument timing effects from photon-arrival signatures in diffuse sensing.","researcher_id":"r11","score":7,"source_ids":["a-s34","a-s41","a-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a frequency-multiplexed diffuse measurement and compare separability and shot-noise-limited estimation to sequential acquisition.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Tissue scattering and low count rates may erase the proposed mode benefit. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Blau can define frequency-mode manipulation while Ozana specifies diffuse-optical photon-counting constraints.","researcher_id":"r12","score":7,"source_ids":["a-s37","a-s38","a-s41","a-s42"]},{"components":{"complementarity":3,"feasible_first_test":1,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Write a forward model for one proposed culture observable and compare expected signal change with a realistic noise floor; stop if no observable maps to function.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r13: Conditional role: assess readout feasibility only if a defined optical/acoustic observable maps to the target functional signal in the chosen culture model.","ranking_note":"Rank 8/10; fit 6/10 (2 topic overlap + 3 complementarity + 1 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r33 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The original optical role is retained at low feasibility because blood-flow expertise may not transfer to an avascular culture model. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's neural cultures could supply a controlled geometry for Ozana to assess an optical or acoustic observable, but cerebral perfusion is not a culture-function readout.","researcher_id":"r03","score":6,"source_ids":["a-s08","a-s41","a-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Build a synthetic dual-channel model with common drift and independent sample changes; compare correction bias with a passive reference channel.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No evidence establishes that an atomic reference addresses Ozana's dominant sensing error. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana's low-light neurophotonics and Zektzer's atomic photonic references offer an exploratory way to distinguish instrument drift from sample change.","researcher_id":"r15","score":6,"source_ids":["a-s41","a-s42","b-s01","b-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Compare classical and proposed quantum estimation on an identical diffuse-optical noise model and photon budget.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A quantum advantage is especially uncertain in scattering tissue; this is an explicit falsification test. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana can set realistic photon and motion noise limits for Eliahu Cohen's proposed quantum-sensing observable.","researcher_id":"r35","score":6,"source_ids":["a-s41","a-s42","c-s17","c-s18"]}],"patents":{"coverage":"partial","note":"Six additional representative groups cover five ContinUse Biometrics inventions and the Bar-Ilan/Universitat de Valencia monitoring continuation chain. US9636041B2 is an inspected parent of US10398314B2 and intentionally grouped, with both inventor lists retaining Nisim Nisan Ozana. Related earlier US9668672B2 does not list Ozana and is excluded. Original remote-monitoring US20210063563A1 remains; search-located grant US11977148B2 omitted. Harvard/MGH-era short-name queries did not produce a new inspected patent; they are not an audited absence result.","records":[{"assignee":"ContinUse Biometrics Ltd","attribution_note":"Exact fuller inventor form Nisim Nisan Ozana is the identity already established in the original report's remote-monitoring patent; repeated co-inventor Zeev Zalevsky and optical sensing subject align. This record's inventor list was inspected separately.","claim_ids":["pxa-c-r13-US11737677B2"],"family_key":"google-family:67874139","identifier":"US11737677B2","original":false,"publication_date":"2023-08-29","source_ids":["pxa-s-US11737677B2"],"title":"System and method for use in photoplethysmography","url":"https://patents.google.com/patent/US11737677B2/en","verification":"publication-inspected"},{"assignee":"ContinUse Biometrics Ltd","attribution_note":"Exact fuller inventor form Nisim Nisan Ozana is the identity already established in the original report's remote-monitoring patent; repeated co-inventor Zeev Zalevsky and optical sensing subject align. This record's inventor list was inspected separately.","claim_ids":["pxa-c-r13-US11406294B2"],"family_key":"google-family:62109461","identifier":"US11406294B2","original":false,"publication_date":"2022-08-09","source_ids":["pxa-s-US11406294B2"],"title":"System and method for improved monitoring of a sample","url":"https://patents.google.com/patent/US11406294B2/en","verification":"publication-inspected"},{"assignee":"ContinUse Biometrics Ltd","attribution_note":"Exact fuller inventor form Nisim Nisan Ozana is the identity already established in the original report's remote-monitoring patent; repeated co-inventor Zeev Zalevsky and optical sensing subject align. This record's inventor list was inspected separately.","claim_ids":["pxa-c-r13-US10856739B2"],"family_key":"google-family:62145393","identifier":"US10856739B2","original":false,"publication_date":"2020-12-08","source_ids":["pxa-s-US10856739B2"],"title":"System and method for monitoring of objects with increased sensitivity","url":"https://patents.google.com/patent/US10856739B2/en","verification":"publication-inspected"},{"assignee":"ContinUse Biometrics Ltd","attribution_note":"Exact fuller inventor form Nisim Nisan Ozana is the identity already established in the original report's remote-monitoring patent; repeated co-inventor Zeev Zalevsky and optical sensing subject align. This record's inventor list was inspected separately.","claim_ids":["pxa-c-r13-US10724846B2"],"family_key":"google-family:60412202","identifier":"US10724846B2","original":false,"publication_date":"2020-07-28","source_ids":["pxa-s-US10724846B2"],"title":"System and method for use in depth characterization of objects","url":"https://patents.google.com/patent/US10724846B2/en","verification":"publication-inspected"},{"assignee":"ContinUse Biometrics Ltd","attribution_note":"Exact fuller inventor form Nisim Nisan Ozana is the identity already established in the original report's remote-monitoring patent; repeated co-inventor Zeev Zalevsky and optical sensing subject align. This record's inventor list was inspected separately.","claim_ids":["pxa-c-r13-US10595755B2"],"family_key":"google-family:66624641","identifier":"US10595755B2","original":false,"publication_date":"2020-03-24","source_ids":["pxa-s-US10595755B2"],"title":"System and method for monitoring glucose level","url":"https://patents.google.com/patent/US10595755B2/en","verification":"publication-inspected"},{"assignee":"Universitat de Valencia; Bar Ilan University","attribution_note":"Exact fuller inventor form Nisim Nisan Ozana is the identity already established in the original report's remote-monitoring patent; repeated co-inventor Zeev Zalevsky and optical sensing subject align. This record's inventor list was inspected separately. Related Parent Applications explicitly identifies US9636041B2 as the continuation parent; both documents name Ozana. Parent is grouped and not counted separately; related US9668672B2 lacks Ozana.","claim_ids":["pxa-c-r13-US10398314B2"],"family_key":"google-family:50027363","identifier":"US10398314B2","original":false,"publication_date":"2019-09-03","source_ids":["pxa-s-US10398314B2","pxa-s-US9636041B2"],"title":"Method and system for non-invasively monitoring biological or biochemical parameters of individual","url":"https://patents.google.com/patent/US10398314B2/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US20210063563A1","original":true,"publication_date":null,"source_ids":["a-s43"],"title":"System and method for remote monitoring","url":"https://patents.google.com/patent/US20210063563A1/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Nisan Ozana\" patent inventor","url":"https://www.google.com/search?q=%22Nisan%20Ozana%22%20patent%20inventor"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Nisim Nisan Ozana\" patents inventor","url":"https://www.google.com/search?q=%22Nisim%20Nisan%20Ozana%22%20patents%20inventor"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Nisan Ozana\" patent Massachusetts","url":"https://www.google.com/search?q=%22Nisan%20Ozana%22%20patent%20Massachusetts"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Nisan Ozana\" inventor patents -site:patents.justia.com/inventor/nisim-nisan-ozana","url":"https://www.google.com/search?q=%22Nisan%20Ozana%22%20inventor%20patents%20-site%3Apatents.justia.com%2Finventor%2Fnisim-nisan-ozana"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Nisim Nisan Ozana\" \"system\" patent","url":"https://www.google.com/search?q=%22Nisim%20Nisan%20Ozana%22%20%22system%22%20patent"},{"access":"read","observation":"Bibliographic record US11737677B2; title: System and method for use in photoplethysmography; inventor field: Zeev Zalevsky; Nisim Nisan OZANA; Javier Garcia; Ran CALIFA; Sagi Polani; Moshe Arie Ariel SCHWARZ; Hadar GENISH; publication date: 2023-08-29; listed assignee field: ContinUse Biometrics Ltd; application: US:16/429,284. Google family ID: 67874139.","query":"Document inspection: US11737677B2 — System and method for use in photoplethysmography","url":"https://patents.google.com/patent/US11737677B2/en"},{"access":"read","observation":"Bibliographic record US11406294B2; title: System and method for improved monitoring of a sample; inventor field: Zeev Zalevsky; Javier Garcia; Nisim Nisan OZANA; publication date: 2022-08-09; listed assignee field: ContinUse Biometrics Ltd; application: US:16/347,921. Google family ID: 62109461.","query":"Document inspection: US11406294B2 — System and method for improved monitoring of a sample","url":"https://patents.google.com/patent/US11406294B2/en"},{"access":"read","observation":"Bibliographic record US10724846B2; title: System and method for use in depth characterization of objects; inventor field: Zeev Zalevsky; Javier Garcia; Nisim Nisan OZANA; Ran CALIFA; Moshe Arie Ariel SCHWARZ; publication date: 2020-07-28; listed assignee field: ContinUse Biometrics Ltd; application: US:16/303,295. Google family ID: 60412202.","query":"Document inspection: US10724846B2 — System and method for use in depth characterization of objects","url":"https://patents.google.com/patent/US10724846B2/en"},{"access":"read","observation":"Bibliographic record US10595755B2; title: System and method for monitoring glucose level; inventor field: Zeev Zalevsky; Roy TALMAN; Yevgeny BEIDERMAN; Nisim Nisan OZANA; Javier Garcia; publication date: 2020-03-24; listed assignee field: ContinUse Biometrics Ltd; application: US:15/945,004. Google family ID: 66624641.","query":"Document inspection: US10595755B2 — System and method for monitoring glucose level","url":"https://patents.google.com/patent/US10595755B2/en"},{"access":"read","observation":"Bibliographic record US10398314B2; title: Method and system for non-invasively monitoring biological or biochemical parameters of individual; inventor field: Zeev Zalevsky; Javier Garcia; Yevgeny BEIDERMAN; Israel MARGALIT; Nisim Nisan OZANA; Nadav ARBEL; Vicente MICO; Martin Sanz SABATER; Yael BISHITZ; Asaf Shahmoon; publication date: 2019-09-03; listed assignee field: Universitat de Valencia; Bar Ilan University; application: US:15/483,828. Google family ID: 50027363. Related Parent Applications names US14/168,730 / US9636041B2 as Continuation.","query":"Document inspection: US10398314B2 — Method and system for non-invasively monitoring biological or biochemical parameters of individual","url":"https://patents.google.com/patent/US10398314B2/en"},{"access":"read","observation":"Bibliographic record US9636041B2; title: Method and system for non-invasively monitoring biological or biochemical parameters of individual; inventor field: Zeev Zalevsky; Javier Garcia; Yevgeny BEIDERMAN; Israel MARGALIT; Nisim Nisan OZANA; Nadav ARBEL; Vicente MICO; Martin Sanz SABATER; Yael BISHITZ; Asaf Shahmoon; publication date: 2017-05-02; listed assignee field: Universitat de Valencia; Bar Ilan University; application: US:14/168,730. Google family ID: 83852931.","query":"Document inspection: US9636041B2 — Method and system for non-invasively monitoring biological or biochemical parameters of individual","url":"https://patents.google.com/patent/US9636041B2/en"},{"access":"read","observation":"Bibliographic record US10856739B2; title: System and method for monitoring of objects with increased sensitivity; inventor field: Zeev Zalevsky; Nisim Nisan OZANA; publication date: 2020-12-08; listed assignee field: ContinUse Biometrics Ltd; application: US:16/461,856. Google family ID: 62145393.","query":"Document inspection: US10856739B2 — System and method for monitoring of objects with increased sensitivity","url":"https://patents.google.com/patent/US10856739B2/en"},{"access":"deferred","observation":"2026-09-07: HTTP 403; inventor index not read. No inference about patent presence or absence.","query":"Document inspection: Inventor index — HTTP 403","url":"https://patents.justia.com/inventor/nisim-nisan-ozana"},{"access":"read","observation":"Bibliographic record US9668672B2; title: Method and system for non-invasively monitoring biological or biochemical parameters of individual; inventor field: Zeev Zalevsky; Javier Garcia; Vincente Mico; Michael Belkin; Yevgeny BIEDERMAN; Israel MARGALIT; publication date: 2017-06-06; listed assignee field: Universitat de Valencia; Bar Ilan University; application: US:13/564,381. Google family ID: 45809377.","query":"Document inspection: US9668672B2 — Method and system for non-invasively monitoring biological or biochemical parameters of individual","url":"https://patents.google.com/patent/US9668672B2/en"}]},"researcher_id":"r13","review_status":"partial"},"r14":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-walt","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Run a blinded dilution panel for two biomarkers and compare count linearity, cross-reactivity and detection limits against a reference assay.","identity_condition":"verified-profiles","institution":"Harvard University and the Wyss Institute","name":"David Walt","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Walt's official profile documents single-molecule diagnostics and biomarker assays, complementing Danielli's magnetic-optical concentration and background suppression; this is a proposed match only.","score":9,"source_ids":["a-s45","a-s46","a-s49","pxe-s-walt"],"url":"https://wyss.harvard.edu/team/core-faculty/david-walt/"},{"candidate_id":"ex-chien","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Design a two-channel acquisition or microfluidic calibration experiment with a matched blank using a planned magnetic-particle fluorescence assay with a fixed analyte dilution series. Compare measurement noise, cross-channel contamination and readout energy with the same assay without the proposed concentration/readout module.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jun-Chau Chien","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Amos Danielli's fluorescence immunoassays, magnetic-particle concentration can be paired with Jun-Chau Chien's documented biosensors, microfluidics for digital single-molecule magnetic-optical diagnostics. The specific contribution is microfluidic and mixed-signal measurement; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s45","a-s46","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-ozcan","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Render fluorescence assay images with known bead positions, fluorophore counts, blur and background across a simulated dilution series. Hold the concentration/readout hardware model fixed; compare spot-counting and computational reconstruction by bead-count error and concentration-estimation error on identical images. Vary illumination and overlap as held-out conditions.","identity_condition":"verified-profiles","institution":"University of California, Los Angeles","name":"Aydogan Ozcan","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Computational imaging could improve assay image analysis once bead images and a counting/concentration target are defined; the control must change only the analysis method. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 3/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Computational imaging could improve assay image analysis once bead images and a counting/concentration target are defined; the control must change only the analysis method. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Amos Danielli with Aydogan Ozcan: Computational imaging could improve assay image analysis once bead images and a counting/concentration target are defined; the control must change only the analysis method.","score":8,"source_ids":["a-s45","a-s46","c-s22","pxe-s-ozcan"],"url":"https://samueli.ucla.edu/people/aydogan-ozcan/"},{"candidate_id":"ex-quake","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Design a controlled dilution or isolation experiment with matched input counts and blank channels using a planned magnetic-particle fluorescence assay with a fixed analyte dilution series. Compare capture efficiency, contamination and measurement variance with the same assay without the proposed concentration/readout module.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Stephen Quake","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Amos Danielli's fluorescence immunoassays, magnetic-particle concentration can be paired with Stephen Quake's documented microfluidic single-cell analysis, DNA sequencing for digital single-molecule magnetic-optical diagnostics. The specific contribution is microfluidic isolation and biological measurement; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s45","a-s46","pxe-s-quake"],"url":"https://profiles.stanford.edu/stephen-quake"},{"candidate_id":"ex-wong","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare sample concentration on slippery and conventional assay surfaces before optical readout using a planned magnetic-particle fluorescence assay with a fixed analyte dilution series. Compare recovery, nonspecific adsorption and between-run variation with the same assay without the proposed concentration/readout module.","identity_condition":"verified-profiles","institution":"The Pennsylvania State University","name":"Tak-Sing Wong","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Amos Danielli's fluorescence immunoassays, magnetic-particle concentration can be paired with Tak-Sing Wong's documented liquid-infused slippery surfaces, interfacial phenomena for digital single-molecule magnetic-optical diagnostics. The specific contribution is assay surface enrichment; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s45","a-s46","pxe-s-wong"],"url":"https://www.matse.psu.edu/directory/tak-sing-wong"},{"candidate_id":"ex-hammond","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare two polymer-layer orders on a particle surrogate at equal binding-site density using a planned magnetic-particle fluorescence assay with a fixed analyte dilution series. Compare specific-to-nonspecific binding ratio and wash retention with the same assay without the proposed concentration/readout module.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Paula Hammond","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test. The official page has differing leadership titles in its header and biography; only MIT affiliation is asserted.","ranking_note":"Rank 6/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Amos Danielli's fluorescence immunoassays, magnetic-particle concentration can be paired with Paula Hammond's documented layer-by-layer nanoparticles, staged drug delivery for digital single-molecule magnetic-optical diagnostics. The specific contribution is assay particle surface chemistry; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s45","a-s46","b-s07","pxe-s-hammond"],"url":"https://ki.mit.edu/people/faculty/paula-hammond"},{"candidate_id":"ex-mitragotri","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare bead/analyte interaction in two protein-background conditions using a planned magnetic-particle fluorescence assay with a fixed analyte dilution series. Compare recovery and matrix interference with the same assay without the proposed concentration/readout module.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Samir Mitragotri","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Amos Danielli's fluorescence immunoassays, magnetic-particle concentration can be paired with Samir Mitragotri's documented drug delivery, biological barriers for digital single-molecule magnetic-optical diagnostics. The specific contribution is carrier-analyte access and interference controls; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s45","a-s46","pxe-s-mitragotri"],"url":"https://wyss.harvard.edu/team/core-faculty/samir-mitragotri/"},{"candidate_id":"ex-muller","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Simulate front-end noise and sampling duty cycle before selecting a sensor interface using a planned magnetic-particle fluorescence assay with a fixed analyte dilution series. Compare signal-to-noise ratio and acquisition power with the same assay without the proposed concentration/readout module.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Rikky Muller","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Amos Danielli's fluorescence immunoassays, magnetic-particle concentration can be paired with Rikky Muller's documented integrated circuits, biosystems for digital single-molecule magnetic-optical diagnostics. The specific contribution is bioelectronic acquisition interfaces; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s45","a-s46","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-rabaey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Replay two duty-cycle policies across the acquisition, compute and radio stages using a planned magnetic-particle fluorescence assay with a fixed analyte dilution series. Compare energy per valid result and recovery latency with the same assay without the proposed concentration/readout module.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jan M. Rabaey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Amos Danielli's fluorescence immunoassays, magnetic-particle concentration can be paired with Jan M. Rabaey's documented low-power integrated circuits, wireless sensor systems for digital single-molecule magnetic-optical diagnostics. The specific contribution is acquisition, computation and radio power budgeting; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s04","a-s45","a-s46","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-ingber","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify a separate barrier-chip transport model with a donor compartment, receiver compartment, stipulated permeability and magnetic fluorescent tracer recovery. Compare concentration-estimation bias with and without a concentration module at identical tracer dose and true permeability. Include an acellular transport control; infer neither toxicity nor biological-barrier efficacy from this model.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Donald E. Ingber","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: An organ-chip branch can test whether assay recovery confounds a barrier measurement, but a fluorescence dilution series alone establishes no permeability or toxicity endpoint. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. An organ-chip branch can test whether assay recovery confounds a barrier measurement, but a fluorescence dilution series alone establishes no permeability or toxicity endpoint. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Amos Danielli with Donald E. Ingber: An organ-chip branch can test whether assay recovery confounds a barrier measurement, but a fluorescence dilution series alone establishes no permeability or toxicity endpoint.","score":6,"source_ids":["a-s45","a-s46","pxe-s-ingber"],"url":"https://wyss.harvard.edu/team/core-faculty/donald-ingber/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare a reference bead assay with one candidate functionalization in a blinded dilution and interference panel; measure recovery and nonspecific signal.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. No strictly higher-scoring candidate displaces this original. No compatibility between gold probes and the selected magnetic assay is assumed before bench qualification. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Danielli's magnetic-optical assays and Popovtzer's nanoparticle functionalization meet on specific binding versus sample-background interference.","researcher_id":"r16","score":9,"source_ids":["a-s45","a-s46","a-s47","b-s04","b-s05"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Use the reference assay spectrum in an optical model; compare signal collection and background rejection with a conventional filter.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r20: Conditional later role: add a photonic component only if the baseline study identifies an optical bottleneck that it can address.","ranking_note":"Rank 2/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. Higher-scoring r16 (9/10) precedes this original; its own rank reflects the following limitation: The original photonic addition is conditional on a demonstrated optical bottleneck and plausible fabrication tolerances. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Danielli can identify a background-limited assay and Lewi can model a metasurface filter or collection element for that measured optical bottleneck.","researcher_id":"r20","score":8,"source_ids":["a-s45","a-s46","a-s47","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Measure a fixed phantom/dilution panel with a standard readout and a proposed optical reconstruction; report detection repeatability and background sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r36: Conditional later role: assess an imaging/readout change only if it targets the dominant measured bottleneck.","ranking_note":"Rank 3/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. Higher-scoring r16 (9/10) precedes this original; its own rank reflects the following limitation: A new readout must target the dominant measured error; broader imaging expertise alone is not evidence of assay improvement. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Danielli's optical background suppression and Zalevsky's biomedical optics could separate sample preparation gains from readout gains.","researcher_id":"r36","score":8,"source_ids":["a-s45","a-s46","a-s47","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare coated and uncoated assay-contact surfaces in a blank/spiked dilution panel on recovery and carryover.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The coating must not remove analyte or disrupt magnetic bead handling. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's fouling-resistant coatings could address nonspecific adsorption in Danielli's magnetic-optical biomarker assays.","researcher_id":"r04","score":8,"source_ids":["a-s12","a-s13","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Replay synthetic fluorescence traces through two modulation/temporal-filter schemes; compare signal recovery at equal acquisition time.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Any improvement must survive detector bandwidth and sample-background constraints. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fridman's time-domain optics and Danielli's temporally modulated background subtraction meet on separating weak signals from structured backgrounds.","researcher_id":"r11","score":8,"source_ids":["a-s34","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate a weak fluorescence time series with known background and compare photon-counting and analog readout on recovery and false positives.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Detector choice must match assay timescales and fluorescence background. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana's single-photon optical instrumentation and Danielli's background-suppression assays meet on detection under low count rates.","researcher_id":"r13","score":8,"source_ids":["a-s41","a-s42","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model two optical readout circuits under the same assay signal/noise envelope; compare energy per measurement and detection error.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No fabricated circuit or validated assay-chip integration is assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Danielli's portable optical assay requirements complement Fish's low-power sensor and biomedical circuit design.","researcher_id":"r27","score":8,"source_ids":["a-s45","a-s46","a-s47","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Specify a culture-supernatant assay with magnetic-handling and no-handling controls; measure spike recovery and background.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Shared use of magnetism does not guarantee compatible particles, forces or biological conditions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's magnetic cell manipulation and Danielli's magnetic-optical detection could separate handling effects from a soluble biomarker readout.","researcher_id":"r03","score":7,"source_ids":["a-s08","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model two fluorescence bands through a mode-selective optical response and compare cross-talk with standard bandpass filters.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Fluorescence is not assumed to retain quantum coherence; the proposal is classical spectral discrimination. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Blau's spectral-mode control could test multiplexed readout in Danielli's optical biomarker assays.","researcher_id":"r12","score":7,"source_ids":["a-s37","a-s38","a-s45","a-s46","a-s47"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On a public matched transcript/protein dataset or a prespecified future panel, compare marker association with a cell-composition baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Transcript abundance is not protein concentration; matched data must exist before assay claims. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky can define a cell-state marker question while Danielli tests whether a portable protein assay reflects the corresponding molecular state.","researcher_id":"r21","score":7,"source_ids":["a-s45","a-s46","a-s47","b-s21"]}],"patents":{"coverage":"partial","note":"Three additional representative families across MagBiosense and Bar-Ilan. The inspected CV lists the Ramot/Tel-Aviv baseline-family continuations US9575068B2, US10175246B2 and US11275083B2; the last record's Family table explicitly links baseline US8465989B2, so variants are intentionally omitted as additional inventions. Self-reported 62/726468 and CV-only EP/HK records retained as follow-up leads, not asserted public grants. CV dates are not substituted for publication dates; no all-affiliation worldwide coverage claim.","records":[{"assignee":"Bar Ilan University","attribution_note":"Amos Danielli and the named co-inventors/subject match his first-party CV patent list; the public patent record independently supplies identifier, publication date and listed assignee.","claim_ids":["pxa-c-r14-US20240219302A1"],"family_key":"google-family:83932643","identifier":"US20240219302A1","original":false,"publication_date":"2024-07-04","source_ids":["pxa-s-US20240219302A1","pxa-s-danielli-cv"],"title":"Optical emission biosensing using magnetic beads with a fast aggregation time","url":"https://patents.google.com/patent/US20240219302A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Amos Danielli and the named co-inventors/subject match his first-party CV patent list; the public patent record independently supplies identifier, publication date and listed assignee.","claim_ids":["pxa-c-r14-US20230257832A1"],"family_key":"google-family:79552981","identifier":"US20230257832A1","original":false,"publication_date":"2023-08-17","source_ids":["pxa-s-US20230257832A1","pxa-s-danielli-cv"],"title":"Detecting and quantifying a viral target nucleic acid sequence","url":"https://patents.google.com/patent/US20230257832A1/en","verification":"publication-inspected"},{"assignee":"Magbiosense Inc","attribution_note":"Amos Danielli and the named co-inventors/subject match his first-party CV patent list; the public patent record independently supplies identifier, publication date and listed assignee.","claim_ids":["pxa-c-r14-WO2018185672A1"],"family_key":"google-family:62104336","identifier":"WO2018185672A1","original":false,"publication_date":"2018-10-11","source_ids":["pxa-s-WO2018185672A1","pxa-s-danielli-cv"],"title":"Bio-assay capture surfaces with bleached autofluorescence","url":"https://patents.google.com/patent/WO2018185672A1/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US8465989B2","original":true,"publication_date":null,"source_ids":["a-s48"],"title":"Method and system for detecting a target within a population of molecules","url":"https://patents.google.com/patent/US8465989B2/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Amos Danielli\" patents","url":"https://www.google.com/search?q=%22Amos%20Danielli%22%20patents"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Amos Danielli\" \"patent\" biosensing","url":"https://www.google.com/search?q=%22Amos%20Danielli%22%20%22patent%22%20biosensing"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Amos Danielli\" \"detecting and quantifying\" patent","url":"https://www.google.com/search?q=%22Amos%20Danielli%22%20%22detecting%20and%20quantifying%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Amos Danielli\" \"DETECTING AND QUANTIFYING\" \"Publication number\"","url":"https://www.google.com/search?q=%22Amos%20Danielli%22%20%22DETECTING%20AND%20QUANTIFYING%22%20%22Publication%20number%22"},{"access":"search-results-only","observation":"Discovery query executed through web.search_query on 2026-09-07. URL is a reproducible query locator, not a separately inspected page. Only separately read documents below support additions; no negative patent inference from this search.","query":"\"Danielli\" \"62/726,468\"","url":"https://www.google.com/search?q=%22Danielli%22%20%2262%2F726%2C468%22"},{"access":"read","observation":"Bibliographic record US20230257832A1; title: Detecting and quantifying a viral target nucleic acid sequence; inventor field: Amos Danielli; Michael Margulis; publication date: 2023-08-17; listed assignee field: Bar Ilan University; application: US:18/014,507. Google family ID: 79552981.","query":"Document inspection: US20230257832A1 — Detecting and quantifying a viral target nucleic acid sequence","url":"https://patents.google.com/patent/US20230257832A1/en"},{"access":"read","observation":"CV names A. Danielli with A. Arie on US8465989, US9575068, US10175246 and US11275083; with O. Hadass/J. Verbarg on PCT/IB2018/052318; with M. Margulis on provisional 62/726468 and PCT/IB2020/050761; with S. Burg on 63/183087 and PCT/IL2022/050462. Reported CV dates were not accepted as publication dates without patent-record verification.","query":"Document inspection: Amos Danielli curriculum vitae","url":"https://engineering.biu.ac.il/sites/engineering/files/shared/Amos%20Daniell%20December%202023.pdf"},{"access":"read","observation":"Bibliographic record US20240219302A1; title: Optical emission biosensing using magnetic beads with a fast aggregation time; inventor field: Amos Danielli; Shmuel BURG; publication date: 2024-07-04; listed assignee field: Bar Ilan University; application: US:18/289,130. Google family ID: 83932643.","query":"Document inspection: US20240219302A1 — Optical emission biosensing using magnetic beads with a fast aggregation time","url":"https://patents.google.com/patent/US20240219302A1/en"},{"access":"read","observation":"Bibliographic record WO2018185672A1; title: Bio-assay capture surfaces with bleached autofluorescence; inventor field: Amos Danielli; Orr HADASS; Jasenka Verbarg; publication date: 2018-10-11; listed assignee field: Magbiosense Inc; application: PC:T/IB2018/052318. Google family ID: 62104336.","query":"Document inspection: WO2018185672A1 — Bio-assay capture surfaces with bleached autofluorescence","url":"https://patents.google.com/patent/WO2018185672A1/en"},{"access":"deferred","observation":"2026-09-07: HTTP 403; inventor index not read. No inference about patent presence or absence.","query":"Document inspection: Inventor index — HTTP 403","url":"https://patents.justia.com/inventor/amos-danielli"},{"access":"read","observation":"Bibliographic record US11275083B2; title: Method and system for detecting a target within a population of molecules; inventor field: Ady Arie; Amos Danielli; publication date: 2022-03-15; listed assignee field: Ramot at Tel Aviv University Ltd; application: US:16/240,839. Google family ID: 39078504. Family Applications lists US8465989B2, US9575068B2, US10175246B2 and US11275083B2.","query":"Document inspection: US11275083B2 — Method and system for detecting a target within a population of molecules","url":"https://patents.google.com/patent/US11275083B2/en"}]},"researcher_id":"r14","review_status":"partial"},"r15":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-vuckovic","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Build one packaged resonator cell and compare drift and sensitivity with a laboratory atomic reference.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Jelena Vuckovic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Her heterogeneous integrated quantum-photonics and cavity-QED program could complement atomic-interface expertise; no collaboration or willingness is asserted.","score":9,"source_ids":["b-s01","b-s03","pxe-s-vuckovic"],"url":"https://stanford.edu/~jela/"},{"candidate_id":"ex-atature","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Model a spin/photon readout sequence with calibrated dephasing and collection-loss sweeps using a model of an atomic-vapor-coupled microresonator on a photonic chip. Compare readout contrast and sensitivity to decoherence with an uncoupled or conventionally coupled resonator at equal loss.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Mete Atatüre","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Roy Zektzer's integrated nanophotonics, atom-photon interfaces can be paired with Mete Atatüre's documented spin-photon interfaces, quantum sensors for chip-scale atomic calibration and sensing fabric. The specific contribution is spin-photon interface characterization; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s27","b-s01","pxe-s-atature"],"url":"https://www.quantum.cam.ac.uk/mete-atature"},{"candidate_id":"ex-loncar","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Model a compact nonlinear optical element with realistic loss and fabrication variation using a model of an atomic-vapor-coupled microresonator on a photonic chip. Compare conversion efficiency, noise and sensitivity to geometry with an uncoupled or conventionally coupled resonator at equal loss.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Marko Loncar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Roy Zektzer's integrated nanophotonics, atom-photon interfaces can be paired with Marko Loncar's documented nanoscale optics, quantum engineering for chip-scale atomic calibration and sensing fabric. The specific contribution is nanoscale integrated quantum optics; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s01","c-s41","pxe-s-loncar"],"url":"https://seas.harvard.edu/person/marko-loncar"},{"candidate_id":"ex-mitchell","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Simulate an atomic-sensor readout sequence with field drift and measurement back-action using a model of an atomic-vapor-coupled microresonator on a photonic chip. Compare sensitivity, calibration bias and any gain over a classical-noise baseline with an uncoupled or conventionally coupled resonator at equal loss.","identity_condition":"verified-profiles","institution":"ICFO - The Institute of Photonic Sciences","name":"Morgan W. Mitchell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Roy Zektzer's integrated nanophotonics, atom-photon interfaces can be paired with Morgan W. Mitchell's documented atomic quantum optics, quantum sensing for chip-scale atomic calibration and sensing fabric. The specific contribution is atomic quantum sensing and calibration; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s01","c-s19","pxe-s-mitchell"],"url":"https://www.icfo.eu/about-icfo/people/directory/?id=11"},{"candidate_id":"ex-atwater","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate two patterned-material optical responses and explicitly test whether the optical observable tracks the intended physical state using a model of an atomic-vapor-coupled microresonator on a photonic chip. Compare spectral selectivity, loss and correlation with the predeclared state; reject an unsupported optical proxy with an uncoupled or conventionally coupled resonator at equal loss.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Harry Atwater","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Roy Zektzer's integrated nanophotonics, atom-photon interfaces can be paired with Harry Atwater's documented metasurfaces, two-dimensional materials for chip-scale atomic calibration and sensing fabric. The specific contribution is light-matter response of patterned materials; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s01","b-s20","pxe-s-atwater"],"url":"https://atwater.caltech.edu/team-member/harry-atwater"},{"candidate_id":"ex-giustino","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a frozen-structure calculation with a temperature-perturbed model of the chosen material using a model of an atomic-vapor-coupled microresonator on a photonic chip. Compare predicted spectral or transport shifts and convergence sensitivity with an uncoupled or conventionally coupled resonator at equal loss.","identity_condition":"verified-profiles","institution":"The University of Texas at Austin","name":"Feliciano Giustino","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Roy Zektzer's integrated nanophotonics, atom-photon interfaces can be paired with Feliciano Giustino's documented electronic structure, electron-phonon interactions for chip-scale atomic calibration and sensing fabric. The specific contribution is finite-temperature electronic and phonon effects; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s01","c-s38","pxe-s-giustino"],"url":"https://physics.utexas.edu/directory/feliciano-giustino"},{"candidate_id":"ex-lipson","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a small integrated modulation/interference circuit with realistic propagation loss using a model of an atomic-vapor-coupled microresonator on a photonic chip. Compare conversion or routing fidelity, insertion loss and fabrication sensitivity with an uncoupled or conventionally coupled resonator at equal loss.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Roy Zektzer's integrated nanophotonics, atom-photon interfaces can be paired with Michal Lipson's documented integrated nanophotonics, on-chip modulation for chip-scale atomic calibration and sensing fabric. The specific contribution is integrated optical modulation and light confinement; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s40","b-s01","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"candidate_id":"ex-wu","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a two-channel photonic routing/readout block under fabrication tolerances using a model of an atomic-vapor-coupled microresonator on a photonic chip. Compare insertion loss, crosstalk and readout variation with an uncoupled or conventionally coupled resonator at equal loss.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Ming Wu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Roy Zektzer's integrated nanophotonics, atom-photon interfaces can be paired with Ming Wu's documented silicon photonics, photonic integrated circuits for chip-scale atomic calibration and sensing fabric. The specific contribution is integrated optical routing and sensing; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s01","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-calderbank","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify classical bits encoded in the resonator's measured transmission levels, with a declared bit-confusion/erasure model from simulated detector noise. Compare a small block code and repetition at equal detected-photon and symbol budgets; report bit error and latency. Do not claim protection of atomic quantum states or compare a code directly with an uncoupled resonator.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Coding offers a conditional protection layer for classical resonator readout; a concrete encoding and common channel are required before hardware or quantum benefits. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Coding offers a conditional protection layer for classical resonator readout; a concrete encoding and common channel are required before hardware or quantum benefits. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Roy Zektzer with Robert Calderbank: Coding offers a conditional protection layer for classical resonator readout; a concrete encoding and common channel are required before hardware or quantum benefits.","score":6,"source_ids":["b-s01","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-galli","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":2},"existing":false,"first_test":"Select one proposed resonator dielectric/interface and identify the material parameter needed by the optical model, such as a frequency-dependent permittivity. First check whether a tractable electronic-structure calculation can supply it at the required frequency. Propagate an explicitly assumed parameter range through the same coupled-resonator model and compare resonance shift/linewidth against a fixed-parameter reference; no coupling benefit is inferred.","identity_condition":"verified-profiles","institution":"The University of Chicago and Argonne National Laboratory","name":"Giulia Galli","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Electronic-structure work is relevant through a named dielectric/interface parameter, but the material, calculation and optical-scale mapping are not yet established. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 5 = max(1, 2+2+1): topic overlap 2/4, complementarity 2/3, feasible first test 1/3. Electronic-structure work is relevant through a named dielectric/interface parameter, but the material, calculation and optical-scale mapping are not yet established. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Roy Zektzer with Giulia Galli: Electronic-structure work is relevant through a named dielectric/interface parameter, but the material, calculation and optical-scale mapping are not yet established.","score":5,"source_ids":["b-s01","pxe-s-galli"],"url":"https://galligroup.uchicago.edu/People/galli.php"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Model one atomic-line/converter pairing and measure the predicted loss/noise budget against a direct interface baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. No strictly higher-scoring candidate displaces this original. Packaging, temperature and frequency-conversion noise remain unverified; no integrated device availability is assumed. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zektzer's atom-photon interface and Desiatov's integrated nonlinear photonics could connect an atomic reference to a chip-compatible output band.","researcher_id":"r42","score":9,"source_ids":["b-s01","b-s02","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Model an atomic-line input through a frequency transformation and compare accepted bandwidth, cross-talk and interface loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. Higher-scoring r42 (9/10) precedes this original; its own rank reflects the following limitation: Atomic linewidth, converter noise and operating conditions are the decisive compatibility uncertainties. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Blau's quantum frequency-mode control could test spectral matching between Zektzer's hybrid atomic interface and another photonic channel.","researcher_id":"r12","score":8,"source_ids":["a-s37","a-s38","b-s01","b-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Model one atomic sensing sequence with and without the proposed readout and compare estimation error at equal photon budgets.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. Higher-scoring r42 (9/10) precedes this original; its own rank reflects the following limitation: A classical equal-resource comparator is essential; a conceptual correction may not survive device noise. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zektzer's atom-photon sensor platform and Eliahu Cohen's quantum measurement theory could identify when a proposed readout helps under realistic noise.","researcher_id":"r35","score":8,"source_ids":["b-s01","b-s02","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate two pulse shapes at a fixed atomic linewidth and compare coupling efficiency and timing sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Compatibility with the atomic resonance must precede a bench test. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fridman's temporal pulse shaping could provide a controlled input for Zektzer's atom-microresonator interface.","researcher_id":"r11","score":8,"source_ids":["a-s34","b-s01","b-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate one resonator with two coupling structures and compare coupling fraction, linewidth and angular sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The surface design must respect atomic-vapor and fabrication constraints. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zektzer's microresonator interface and Lewi's nanophotonic surface design share a problem of controlling local optical coupling.","researcher_id":"r20","score":8,"source_ids":["b-s01","b-s02","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Build a wavelength/linewidth/loss compatibility table and simulate one emitter-resonator coupling condition; stop on incompatible operating regimes.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r11 (8/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Two distinct emitter platforms do not automatically combine; atomic-vapor conditions may be incompatible with colloidal materials. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's colloidal emitters and Zektzer's atom-photon microresonators offer an exploratory comparison of source-interface spectral requirements.","researcher_id":"r08","score":7,"source_ids":["a-s25","a-s26","b-s01","b-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Choose one surface/material perturbation and model its effect on resonance and coupling, comparing with a simple dielectric baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r11 (8/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Theoretical nanomaterial expertise is not established alkali-vapor surface expertise; keep the interface hypothesis narrow. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldzak Mizrahi's light-matter calculations could inform a material interface in Zektzer's hybrid atom-photon device.","researcher_id":"r41","score":7,"source_ids":["b-s01","b-s02","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Simulate resonance shifts with known drift and compare two estimators on bias, uncertainty coverage and transmitted samples.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A physical noise model from the selected atomic device is a prerequisite. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zektzer can parameterize a drifting photonic sensor while Amir Weiss develops mismatch-aware estimation and compressed readout.","researcher_id":"r33","score":7,"source_ids":["b-s01","b-s02","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare a free-space and fiber-coupled resonator model on collection loss and alignment drift.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Packaging and atomic operating conditions must be defined before the general optics contribution is useful. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zektzer's hybrid sensing interface could use Zalevsky's fiber-sensing and optical-readout expertise for a compact coupling comparison.","researcher_id":"r36","score":7,"source_ids":["b-s01","b-s02","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Build a synthetic dual-channel model with common drift and independent sample changes; compare correction bias with a passive reference channel.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No evidence establishes that an atomic reference addresses Ozana's dominant sensing error. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana's low-light neurophotonics and Zektzer's atomic photonic references offer an exploratory way to distinguish instrument drift from sample change.","researcher_id":"r13","score":6,"source_ids":["a-s41","a-s42","b-s01","b-s02"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Exact-name patent searches and the JQI career profile were inspected without locating an attributable patent entry. Hebrew University, NIST and UMD career context was considered; no assignee restriction was imposed. Indexed-search scope only; no absence or exhaustive conclusion.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name patent searches and the JQI career profile were inspected without locating an attributable patent entry. Hebrew University, NIST and UMD career context was considered; no assignee restriction was imposed. Indexed-search scope only; no absence or exhaustive conclusion.","query":"\"Roy Zektzer\" patent","url":"https://www.google.com/search?q=%22Roy%20Zektzer%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name patent searches and the JQI career profile were inspected without locating an attributable patent entry. Hebrew University, NIST and UMD career context was considered; no assignee restriction was imposed. Indexed-search scope only; no absence or exhaustive conclusion.","query":"\"Roy Zektzer\" inventor","url":"https://www.google.com/search?q=%22Roy%20Zektzer%22%20inventor"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name patent searches and the JQI career profile were inspected without locating an attributable patent entry. Hebrew University, NIST and UMD career context was considered; no assignee restriction was imposed. Indexed-search scope only; no absence or exhaustive conclusion.","query":"\"Roy Zektzer\" patent Levy inventor","url":"https://www.google.com/search?q=%22Roy%20Zektzer%22%20patent%20Levy%20inventor"},{"access":"read","observation":"JQI career profile inspected; Hebrew University, NIST/UMD and integrated photonics identity context. No patent inventory supplied.","query":"Career, inventor portfolio or candidate inspection","url":"https://jqi.umd.edu/people/roy-zektzer"}]},"researcher_id":"r15","review_status":"partial"},"r16":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-hammond","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Compare a single-layer probe with a two-stage formulation in an organoid model using predefined uptake and release endpoints.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Paula Hammond","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The official page has differing leadership titles in its header and biography; only MIT affiliation is asserted.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Her layer-by-layer nanoparticle delivery expertise could complement Popovtzer’s imaging and targeting program; no willingness or existing collaboration is asserted.","score":9,"source_ids":["b-s04","b-s07","pxe-s-hammond"],"url":"https://ki.mit.edu/people/faculty/paula-hammond"},{"candidate_id":"ex-langer","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Compare two carrier formulations at equal loading through a release-and-stability time course using a planned targeted nanoparticle/spheroid or barrier-model study with matched payload dose. Compare release profile, active-payload retention and batch variability with a single-stage carrier with the same targeting ligand and total loading.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Robert S. Langer","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Rachela Popovtzer's gold nanoparticles, molecular imaging can be paired with Robert S. Langer's documented controlled drug delivery, polymer and lipid materials for programmable staged theranostic nanoparticles. The specific contribution is controlled release and formulation stability; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s04","pxe-s-langer"],"url":"https://ki.mit.edu/people/faculty/robert-langer"},{"candidate_id":"ex-mitragotri","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Compare carrier-associated and free-payload transport in a defined barrier model with matched dose using a planned targeted nanoparticle/spheroid or barrier-model study with matched payload dose. Compare transfer efficiency, retained activity and nonspecific uptake with a single-stage carrier with the same targeting ligand and total loading.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Samir Mitragotri","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Rachela Popovtzer's gold nanoparticles, molecular imaging can be paired with Samir Mitragotri's documented drug delivery, biological barriers for programmable staged theranostic nanoparticles. The specific contribution is transport across biological barriers; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s04","pxe-s-mitragotri"],"url":"https://wyss.harvard.edu/team/core-faculty/samir-mitragotri/"},{"candidate_id":"ex-ingber","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Design a microfluidic or organ-chip challenge with controlled shear and matched surface controls using a planned targeted nanoparticle/spheroid or barrier-model study with matched payload dose. Compare flow-dependent adhesion, permeability and toxicity proxies with a single-stage carrier with the same targeting ligand and total loading.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Donald E. Ingber","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Rachela Popovtzer's gold nanoparticles, molecular imaging can be paired with Donald E. Ingber's documented organ chips, mechanobiology for programmable staged theranostic nanoparticles. The specific contribution is flow and tissue interfaces under controlled conditions; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s04","pxe-s-ingber"],"url":"https://wyss.harvard.edu/team/core-faculty/donald-ingber/"},{"candidate_id":"ex-mooney","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Vary one material cue while holding geometry and biochemical loading fixed in a designed culture experiment using a planned targeted nanoparticle/spheroid or barrier-model study with matched payload dose. Compare cell response, adhesion and viability with a single-stage carrier with the same targeting ligand and total loading.","identity_condition":"verified-profiles","institution":"Harvard University","name":"David J. Mooney","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Rachela Popovtzer's gold nanoparticles, molecular imaging can be paired with David J. Mooney's documented cell-responsive biomaterials, mechanobiology for programmable staged theranostic nanoparticles. The specific contribution is biochemical and mechanical cues at cell-material interfaces; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s04","pxe-s-mooney"],"url":"https://wyss.harvard.edu/team/core-faculty/david-mooney/"},{"candidate_id":"ex-walt","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Construct a dilution-series protocol with blank, spike-recovery and interferent controls using a planned targeted nanoparticle/spheroid or barrier-model study with matched payload dose. Compare limit-of-blank behavior, recovery and false-positive rate with a single-stage carrier with the same targeting ligand and total loading.","identity_condition":"verified-profiles","institution":"Harvard University and the Wyss Institute","name":"David Walt","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Rachela Popovtzer's gold nanoparticles, molecular imaging can be paired with David Walt's documented single-molecule detection, biomarker assays for programmable staged theranostic nanoparticles. The specific contribution is single-molecule assay design and controls; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s49","b-s04","pxe-s-walt"],"url":"https://wyss.harvard.edu/team/core-faculty/david-walt/"},{"candidate_id":"ex-aizenberg","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Contrast static and responsive surface designs under a controlled environmental perturbation using a planned targeted nanoparticle/spheroid or barrier-model study with matched payload dose. Compare surface response, reversibility and fouling or adhesion change with a single-stage carrier with the same targeting ligand and total loading.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Joanna Aizenberg","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Rachela Popovtzer's gold nanoparticles, molecular imaging can be paired with Joanna Aizenberg's documented adaptive bioinspired surfaces, surface chemistry for programmable staged theranostic nanoparticles. The specific contribution is adaptive interfacial chemistry; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s15","b-s04","pxe-s-aizenberg"],"url":"https://aizenberglab.seas.harvard.edu/people/joanna-aizenberg"},{"candidate_id":"ex-lewis","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Simulate transport through two printable porous assay-chamber geometries with identical carrier formulation, payload dose and inlet conditions. Compare predicted nanoparticle exposure at a model spheroid surface and flow resistance; hold uptake kinetics fixed and report sensitivity to pore-size tolerances. Geometry feasibility precedes biological uptake claims.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Jennifer A. Lewis","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Printing could provide a controlled assay geometry for nanoparticle delivery; it must be compared through the same transport/exposure endpoint, not against a different carrier. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Printing could provide a controlled assay geometry for nanoparticle delivery; it must be compared through the same transport/exposure endpoint, not against a different carrier. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Rachela Popovtzer with Jennifer A. Lewis: Printing could provide a controlled assay geometry for nanoparticle delivery; it must be compared through the same transport/exposure endpoint, not against a different carrier.","score":7,"source_ids":["b-s04","pxe-s-lewis"],"url":"https://wyss.harvard.edu/team/core-faculty/jennifer-lewis/"},{"candidate_id":"ex-quake","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Generate synthetic per-cell nanoparticle uptake values and a sampling model with capture bias, doublets and cell loss. Compare two isolation/sampling assumptions using the same underlying cell population and dose; report error in estimated mean uptake and rare high-uptake fraction. Physical isolation and any spheroid study remain later validated stages.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Stephen Quake","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Single-cell isolation expertise could reveal uptake-measurement bias; capture performance is useful only through an explicit common delivery/uptake endpoint. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Single-cell isolation expertise could reveal uptake-measurement bias; capture performance is useful only through an explicit common delivery/uptake endpoint. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Rachela Popovtzer with Stephen Quake: Single-cell isolation expertise could reveal uptake-measurement bias; capture performance is useful only through an explicit common delivery/uptake endpoint.","score":7,"source_ids":["b-s04","pxe-s-quake"],"url":"https://profiles.stanford.edu/stephen-quake"},{"candidate_id":"ex-schmidt","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"First confirm whether a neural-delivery application is intended. If so, model diffusion of the same nanoparticle payload through two neural-scaffold material surrogates with identical geometry and loading, comparing predicted release and exposure against a no-scaffold transport control. Neurite extension and neural efficacy require a separately justified cell model and new experiments.","identity_condition":"verified-profiles","institution":"University of Florida","name":"Christine Schmidt","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Natural biomaterial compatibility is the contribution; the inspected evidence establishes neural regeneration, not cancer-specific nanoparticle expertise. Post-review scope: Schmidt's neural biomaterial expertise motivates only a conditional neural-delivery branch; generic tumour spheroids do not justify neurite-growth endpoints or neural application. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Schmidt's neural biomaterial expertise motivates only a conditional neural-delivery branch; generic tumour spheroids do not justify neurite-growth endpoints or neural application. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Rachela Popovtzer with Christine Schmidt: Schmidt's neural biomaterial expertise motivates only a conditional neural-delivery branch; generic tumour spheroids do not justify neurite-growth endpoints or neural application.","score":4,"source_ids":["a-s11","b-s04","pxe-s-schmidt"],"url":"https://bme.ufl.edu/people/faculty/name/christine-schmidt/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare a reference bead assay with one candidate functionalization in a blinded dilution and interference panel; measure recovery and nonspecific signal.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. No strictly higher-scoring candidate displaces this original. No compatibility between gold probes and the selected magnetic assay is assumed before bench qualification. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Danielli's magnetic-optical assays and Popovtzer's nanoparticle functionalization meet on specific binding versus sample-background interference.","researcher_id":"r14","score":9,"source_ids":["a-s45","a-s46","a-s47","b-s04","b-s05"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Specify a neural-culture panel with matched particle exposure and geometry controls; compare uptake, viability and neurite alignment.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Targeted delivery and regenerative benefit are not assumed; particle and culture compatibility must be established. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's regenerative neural interfaces and Popovtzer's targeted nanoprobes can separate cell organization from nanoparticle uptake.","researcher_id":"r03","score":9,"source_ids":["a-s08","b-s04","b-s05"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Use a tissue-mimicking phantom with known probe concentrations to compare contrast recovery and depth sensitivity against a conventional image.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r36: Conditional later role: assess an imaging/readout change only if it targets the dominant measured bottleneck.","ranking_note":"Rank 3/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. An added candidate, r03 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: An optical phantom cannot establish in-vivo targeting, safety or therapeutic efficacy. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer can define nanoprobe contrast and nonspecific uptake controls while Zalevsky assesses an optical imaging readout.","researcher_id":"r36","score":8,"source_ids":["b-s04","b-s05","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Specify a small coating/probe panel and compare nonspecific protein binding with target-binding retention in an acellular assay.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Surface treatments may suppress both unwanted and desired binding. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's surface chemistry and Popovtzer's targeted nanoprobes meet on unintended protein adsorption versus retained targeting.","researcher_id":"r04","score":8,"source_ids":["a-s12","a-s13","b-s04","b-s05"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a candidate imaging marker with a public spatial-expression atlas, then define a co-registration control for a future matched specimen.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Expression is only a proxy for probe binding; no matched specimen access is confirmed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer's imaging probes and Alon's spatial transcriptomics could examine whether probe localization corresponds to molecular tissue state.","researcher_id":"r18","score":8,"source_ids":["b-s04","b-s05","b-s11","b-s12"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Use a public cell-state dataset to preregister target-positive and target-negative groups for a later blinded uptake assay.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. RNA-defined states do not establish accessible protein targets or therapeutic response. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer can define nanoparticle targeting controls while Kalisky distinguishes cellular states that may explain heterogeneous uptake.","researcher_id":"r21","score":8,"source_ids":["b-s04","b-s05","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Model measured or openly reported probe spectra through a candidate metasurface response and compare separation with ordinary bandpass filtering.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r20: Conditional later role: add a photonic component only if the baseline study identifies an optical bottleneck that it can address.","ranking_note":"Rank 7/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. An added candidate, r03 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Probe-surface compatibility and a relevant optical bottleneck need confirmation before fabrication or biological testing. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer's imaging nanoprobes and Lewi's light-matter design could test whether a spectral surface improves probe discrimination in complex backgrounds.","researcher_id":"r20","score":7,"source_ids":["b-s04","b-s05","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On an open single-cell dataset, compare target-marker neighbourhood structure with a composition-only model under held-out samples.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. This generates targeting hypotheses only; uptake, biodistribution and efficacy require separate experiments. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's biological-network models could test whether heterogeneity relevant to Popovtzer's targeting probes follows cell-state networks rather than mean marker levels.","researcher_id":"r02","score":7,"source_ids":["a-s05","a-s06","b-s04","b-s05"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Define a blinded brightness and nonspecific-binding panel comparing a candidate nanocrystal label with a reference nanoprobe.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Quantum-emitter behaviour, targeting and biological safety cannot be transferred across particle chemistries. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's emissive nanocrystals and Popovtzer's molecular-imaging probes could compare optical-label stability under the same acellular background conditions.","researcher_id":"r08","score":7,"source_ids":["a-s25","a-s26","b-s04","b-s05"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: For one small documented probe-surface model, compare binding or optical-response trends across two terminations against published measurements.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A tractable microscopic model may not represent a complete functionalized nanoparticle in biological media. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer's nanoprobe material questions could be narrowed into a surface-response model for Goldzak Mizrahi's electronic-structure methods.","researcher_id":"r41","score":7,"source_ids":["b-s04","b-s05","c-s36","c-s37"]}],"patents":{"coverage":"partial","note":"Seven additional family representatives located across Bar-Ilan, Nanocarry, Ariel and Ramot/Tel-Aviv contexts. The retained US12569569B2 already represents the original nano-delivery family. Exact name, nanomedicine/electrochemical subject and co-inventor continuity support attribution; current ownership and clinical effects are not established.","records":[{"assignee":"Nanocarry Therapeutics Ltd","attribution_note":"Named inventor Rachela Popovtzer; exact uncommon name, matching technical area and co-inventor continuity with baseline nanomedicine research; independent review pending. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r16-US20260091125A1"],"family_key":"google-family:88835014","identifier":"US20260091125A1","original":false,"publication_date":"2026-04-02","source_ids":["pxb-s001"],"title":"Multifunctional delivery system and uses thereof","url":"https://patents.google.com/patent/US20260091125A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Rachela Popovtzer; exact uncommon name, matching technical area and co-inventor continuity with baseline nanomedicine research; independent review pending. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r16-US12226496B2"],"family_key":"google-family:68386367","identifier":"US12226496B2","original":false,"publication_date":"2025-02-18","source_ids":["pxb-s002"],"title":"Polymeric core-shell particles","url":"https://patents.google.com/patent/US12226496B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Rachela Popovtzer; exact uncommon name, matching technical area and co-inventor continuity with baseline nanomedicine research; independent review pending. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r16-US20240345080A1"],"family_key":"google-family:86901530","identifier":"US20240345080A1","original":false,"publication_date":"2024-10-17","source_ids":["pxb-s003"],"title":"Biochip sensor for detecting of molecules","url":"https://patents.google.com/patent/US20240345080A1/en","verification":"publication-inspected"},{"assignee":"Nanocarry Therapeutics Ltd","attribution_note":"Named inventor Rachela Popovtzer; exact uncommon name, matching technical area and co-inventor continuity with baseline nanomedicine research; independent review pending. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r16-US20240293561A1"],"family_key":"google-family:84920126","identifier":"US20240293561A1","original":false,"publication_date":"2024-09-05","source_ids":["pxb-s004"],"title":"Brain permeable multifunctional system and uses thereof","url":"https://patents.google.com/patent/US20240293561A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Rachela Popovtzer; exact uncommon name, matching technical area and co-inventor continuity with baseline nanomedicine research; independent review pending. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r16-US10478132B2"],"family_key":"google-family:59226037","identifier":"US10478132B2","original":false,"publication_date":"2019-11-19","source_ids":["pxb-s005"],"title":"Glucose conjugated gold nanoparticle","url":"https://patents.google.com/patent/US10478132B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University; Ariel Scientific Innovations Ltd","attribution_note":"Named inventor Rachela Popovtzer; exact uncommon name, matching technical area and co-inventor continuity with baseline nanomedicine research; independent review pending. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r16-US10421785B2"],"family_key":"google-family:59999248","identifier":"US10421785B2","original":false,"publication_date":"2019-09-24","source_ids":["pxb-s006"],"title":"Delta receptor agonist peptides and use thereof","url":"https://patents.google.com/patent/US10421785B2/en","verification":"publication-inspected"},{"assignee":"Ramot at Tel Aviv University Ltd","attribution_note":"Named inventor Rachela Popovtzer; exact uncommon name, matching technical area and co-inventor continuity with baseline nanomedicine research; independent review pending. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r16-US8268577B2"],"family_key":"google-family:39530621","identifier":"US8268577B2","original":false,"publication_date":"2012-09-18","source_ids":["pxb-s007"],"title":"Electrochemical methods of detecting colon cancer cells and use of same for diagnosing and monitoring treatment of the disease","url":"https://patents.google.com/patent/US8268577B2/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US12569569B2","original":true,"publication_date":null,"source_ids":["b-s06"],"title":"Nano-delivery system and therapeutic and diagnostic use thereof","url":"https://patents.google.com/patent/US12569569B2/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Seven additional family representatives located across Bar-Ilan, Nanocarry, Ariel and Ramot/Tel-Aviv contexts. The retained US12569569B2 already represents the original nano-delivery family. Exact name, nanomedicine/electrochemical subject and co-inventor continuity support attribution; current ownership and clinical effects are not established.","query":"\"Rachela Popovtzer\" patents inventor","url":"https://www.google.com/search?q=%22Rachela%20Popovtzer%22%20patents%20inventor"},{"access":"read","observation":"US20260091125A1. Inventors: Revital MANDIL LEVIN; Oshra BETZER; Yuval SAGIV; Adam Antebi; Rachela Popovtzer. Recorded assignee metadata: Nanocarry Therapeutics Ltd. Publication date was not captured in the structured metadata; left null. Family ID=88835014.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20260091125A1/en"},{"access":"read","observation":"US12226496B2. Inventors: Rachela Popovtzer; Chen Tzror-Azankot; Menachem MOTIEI. Recorded assignee metadata: Bar Ilan University. Issue date: 2025-02-18. Family ID=68386367.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US12226496B2/en"},{"access":"read","observation":"US20240345080A1. Inventors: Rachela Popovtzer; Shir HOCHWALD LIBER; Omry KOREN; Ehud Banin; Yossi BEN DAVID. Recorded assignee metadata: Bar Ilan University. Publication date was not captured in the structured metadata; left null. Family ID=86901530.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20240345080A1/en"},{"access":"read","observation":"US20240293561A1. Inventors: Rachela Popovtzer; Oshra BETZER; SAGIV Yuval SAGIV; Revital Mandil-Levin; Adam A. ANTEBI. Recorded assignee metadata: Nanocarry Therapeutics Ltd. Publication date was not captured in the structured metadata; left null. Family ID=84920126.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20240293561A1/en"},{"access":"read","observation":"US10478132B2. Inventors: Rachela Popovtzer; Menachem MOTIEI; Tamar DREIFUSS. Recorded assignee metadata: Bar Ilan University. Issue date: 2019-11-19. Family ID=59226037.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10478132B2/en"},{"access":"read","observation":"US10421785B2. Inventors: Gal Yadid; Michael Firer; Rachela Popovtzer. Recorded assignee metadata: Bar Ilan University; Ariel Scientific Innovations Ltd. Issue date: 2019-09-24. Family ID=59999248.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10421785B2/en"},{"access":"read","observation":"US8268577B2. Inventors: Judith Rishpon; Rachela Popovtzer; Yosi Shacham-Diamand; Tova Neufeld; Sefi Vernick. Recorded assignee metadata: Ramot at Tel Aviv University Ltd. Issue date: 2012-09-18. Family ID=39530621.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US8268577B2/en"},{"access":"read","observation":"HTTP 403 on direct route; web-reader subsequently read index. Discovery and duplicate review only.","query":"Career, inventor portfolio or candidate inspection","url":"https://patents.justia.com/inventor/rachela-popovtzer"},{"access":"read","observation":"Metadata names Rachela Popovtzer with Rishpon, Shacham-Diamand, Neufeld, Vernick; Ramot at Tel Aviv University Ltd; issue 2013-09-10. Related electrochemical continuation intentionally omitted; US8268577B2 chosen as representative. Full common-priority reconciliation not completed.","query":"Career, inventor portfolio or candidate inspection","url":"https://patents.google.com/patent/US8530179B2/en"}]},"researcher_id":"r16","review_status":"partial"},"r17":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-kalai","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare verification protocols on a tiny computation while corrupting messages or intermediate answers using a simulated distributed sensor/robot protocol with noisy messages and dropped nodes. Compare soundness, round complexity and tolerance to corrupted interaction with retransmission and static redundancy at the same message budget.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Yael Kalai","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ran Gelles's interactive coding, error-correcting protocols can be paired with Yael Kalai's documented zero-knowledge proofs, verification of computation for self-healing protocols for sensor and robot swarms. The specific contribution is verification with corrupted interaction; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s08","pxe-s-kalai"],"url":"https://www.csail.mit.edu/person/yael-kalai"},{"candidate_id":"ex-medard","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare a coded protocol or decoder with an uncoded/retransmission baseline under burst errors using a simulated distributed sensor/robot protocol with noisy messages and dropped nodes. Compare block-error rate and redundancy per successful computation with retransmission and static redundancy at the same message budget.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Muriel Medard","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ran Gelles's interactive coding, error-correcting protocols can be paired with Muriel Medard's documented network coding, reliable communication for self-healing protocols for sensor and robot swarms. The specific contribution is coding and decoding under communication errors; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s08","b-s39","pxe-s-medard"],"url":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard"},{"candidate_id":"ex-haeupler","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Simulate a ten-node interactive consensus toy protocol with an explicitly stated correctness condition and separate sweeps of bit flips, message delay and node dropout. Compare interactive redundancy with retransmission at equal message budget by correct termination and latency. State the assumed fault bound; hardware-in-loop is deferred until a platform and valid timing model are confirmed.","identity_condition":"verified-profiles","institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Interactive fault tolerance is a direct fit, while an offline correctness/fault model is the bounded first stage and hardware access is unverified. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. Interactive fault tolerance is a direct fit, while an offline correctness/fault model is the bounded first stage and hardware access is unverified. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original retained exactly at rank 3; preceding alternatives are Yael Kalai (10; 4+3+3), Muriel Medard (10; 4+3+3). Its first stage now has explicit unconfirmed platform, protocol or interface prerequisites; higher totals reflect the other scoped tests, not comparative researcher quality.","rationale":"His algorithms, coding, and distributed-communication work could complement protocol construction and lower-bound analysis; no willingness is asserted.","score":9,"source_ids":["b-s08","b-s10","pxe-s-haeupler"],"url":"https://people.inf.ethz.ch/haeuplb/"},{"candidate_id":"ex-calderbank","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare structured coding with a repetition baseline under a fixed corruption/noise model using a simulated distributed sensor/robot protocol with noisy messages and dropped nodes. Compare error rate, decoding cost and redundancy budget with retransmission and static redundancy at the same message budget.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ran Gelles's interactive coding, error-correcting protocols can be paired with Robert Calderbank's documented space-time coding, quantum error correction for self-healing protocols for sensor and robot swarms. The specific contribution is structured redundancy and error correction; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s08","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-goldsmith","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare resource or interference policies against a non-adaptive communication baseline at fixed channel assumptions using a simulated distributed sensor/robot protocol with noisy messages and dropped nodes. Compare throughput, latency, energy and fairness across users with retransmission and static redundancy at the same message budget.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ran Gelles's interactive coding, error-correcting protocols can be paired with Andrea Goldsmith's documented wireless communications, information theory for self-healing protocols for sensor and robot swarms. The specific contribution is wireless-system models and information limits; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s21","b-s08","c-s07","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a simulated distributed sensor/robot protocol with noisy messages and dropped nodes. Compare tail latency, failure rate and sensitivity to the event distribution with retransmission and static redundancy at the same message budget.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ran Gelles's interactive coding, error-correcting protocols can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for self-healing protocols for sensor and robot swarms. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s08","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-tse","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a decentralized or information-constrained algorithm with a centralized reference on a small reproducible workload using a simulated distributed sensor/robot protocol with noisy messages and dropped nodes. Compare communication cost, correctness and sensitivity to missing participants with retransmission and static redundancy at the same message budget.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed.","ranking_note":"Rank 7/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ran Gelles's interactive coding, error-correcting protocols can be paired with David Tse's documented information-theoretic methods, decentralized systems for self-healing protocols for sensor and robot swarms. The specific contribution is first-principles data and decentralized-system modelling; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s08","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-nuzzo","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Encode latency, energy and failure constraints in a small system model and inject single-component faults using a simulated distributed sensor/robot protocol with noisy messages and dropped nodes. Compare constraint violations and recovery overhead with retransmission and static redundancy at the same message budget.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Pierluigi Nuzzo","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ran Gelles's interactive coding, error-correcting protocols can be paired with Pierluigi Nuzzo's documented cyber-physical systems, design automation for self-healing protocols for sensor and robot swarms. The specific contribution is design automation and system requirements; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s08","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a simulated distributed sensor/robot protocol with noisy messages and dropped nodes. Compare estimation error, calibration and bits per valid decision with retransmission and static redundancy at the same message budget.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ran Gelles's interactive coding, error-correcting protocols can be paired with Gregory Wornell's documented signal processing, statistical inference for self-healing protocols for sensor and robot swarms. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s08","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-devadas","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify a protected sensor-message use case with a passive observer of memory accesses and an independent link-fault process. Simulate two implementations of the same authenticated message operation under identical faults; compare protocol completion, runtime and an explicit access-pattern leakage proxy. Hold retransmission policy fixed and report privacy and fault correctness separately; no cryptographic security proof is implied.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Srini Devadas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Secure architecture adds a conditional confidentiality layer to noisy interaction; communication errors and adversarial leakage are distinct threats with different controls. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Secure architecture adds a conditional confidentiality layer to noisy interaction; communication errors and adversarial leakage are distinct threats with different controls. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Ran Gelles with Srini Devadas: Secure architecture adds a conditional confidentiality layer to noisy interaction; communication errors and adversarial leakage are distinct threats with different controls.","score":6,"source_ids":["b-s08","pxe-s-devadas"],"url":"https://people.csail.mit.edu/devadas/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: For one finite-alphabet channel, compare a simulated interactive protocol with a stated coding bound as decoder mismatch increases.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/11; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. No strictly higher-scoring candidate displaces this original. Bounds and simulation answer different questions; agreement in a small example is not a general proof. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Gelles's interactive protocols and Somekh-Baruch's reliability and mismatched-decoding theory meet on guarantees that survive imperfect channel knowledge.","researcher_id":"r26","score":10,"source_ids":["b-s08","b-s09","b-s38"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Simulate one distributed computation with separate packet and memory faults; compare correctness, recovery time and redundancy cost to repetition coding.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/11; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. No strictly higher-scoring candidate displaces this original. Explicit joint fault assumptions are needed; the software test does not establish robustness to arbitrary physical faults. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Gelles's interactive error-correcting protocols and Medina's reliable hardware models directly connect communication noise with computation faults.","researcher_id":"r30","score":10,"source_ids":["b-s08","b-s09","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Replay a synthetic burst-error channel through an interactive exchange and compare failure probability and latency with uncoded retransmission.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. Higher-scoring r26 (10/10) precedes this original; its own rank reflects the following limitation: Interactive coding theory must be instantiated for the chosen channel rather than transferred from an incompatible noise model. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi can define a coded wireless channel while Gelles specifies an interactive protocol whose correctness survives message corruption.","researcher_id":"r06","score":9,"source_ids":["a-s19","a-s20","b-s08","b-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare coded interaction and retransmission over a synthetic multiuser channel on completed tasks per unit bandwidth.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The interactive protocol must fit the channel's access and noise assumptions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Gelles's interactive coding can be evaluated against Zaidel's multiuser link constraints when many nodes contend for communication.","researcher_id":"r31","score":9,"source_ids":["b-s08","b-s09","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate an iterative distributed task with separate channel corruption and poisoned updates; compare convergence and task correctness.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Protocol reliability and model robustness are different guarantees and must be measured separately. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Gelles can define correctness under noisy interaction while Leshem evaluates distributed learning under congestion and bad updates.","researcher_id":"r34","score":9,"source_ids":["b-s08","b-s09","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Specify a toy secure two-party exchange over a corrupted channel and compare completion rate, transcript exposure and overhead with a noiseless reference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Channel noise and malicious behavior require separate assumptions; error correction is not encryption. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Gelles's noise-resilient interactive protocols and Mor Weiss's secure distributed computation can test whether reliability measures preserve the intended security statement.","researcher_id":"r38","score":9,"source_ids":["b-s08","b-s09","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Corrupt a fixed fraction of messages in a cooperative estimator and compare convergence error with uncoded and retransmission baselines.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. No arbitrary-adversary guarantee follows from a bounded corruption simulation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Gelles's robust distributed protocols and Noam's cooperative spectrum estimation could test whether iterative estimates survive corrupted messages.","researcher_id":"r40","score":9,"source_ids":["b-s08","b-s09","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Generate synthetic coordinated packet-loss bursts and compare a fixed redundancy rule with a pattern-aware rule on failure and overhead.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Pattern detection must not be used as an unsupported identity or malicious-intent inference. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin's temporal network signals could identify communication-failure patterns that Gelles's interactive protocols need to tolerate.","researcher_id":"r19","score":8,"source_ids":["b-s08","b-s09","b-s15","b-s16"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Inject checkpoint losses into a small coded exchange and compare completed tasks and memory writes with full-state replication.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Memory faults and channel faults must be distinguished; no silicon fault tolerance is asserted. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman can model intermittent memory state while Gelles defines which protocol state must survive for interactive computation to remain correct.","researcher_id":"r01","score":7,"source_ids":["a-s01","b-s08","b-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Emulate a small distributed genomic-kernel exchange with message corruption and compare correct completions and memory traffic.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The workload must actually require interaction; adding a protocol to a local kernel has no demonstrated value. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Yavits's memory-centric execution could host a distributed task whose communication-state correctness Gelles specifies.","researcher_id":"r32","score":7,"source_ids":["b-s08","b-s09","c-s08","c-s09"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, prepare a toy agent exchange with fixed corruptions and a reproducibility checklist for completed tasks.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 11/11; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. The proposal uses coordination capability only; protocol theory and technical mentoring capability are not attributed to Simonovsky. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate an agent-prototype reliability workshop where Gelles defines message-corruption and correctness tests.","researcher_id":"r05","score":4,"source_ids":["a-s16","a-s17","b-s08","b-s09"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Exact-name and patent-domain searches plus the university biography were checked. No attributable inventor entry surfaced. The biography includes Technion, UCLA, Princeton and AT&T visits; those are search context, not evidence of patent ownership. No absence conclusion.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name and patent-domain searches plus the university biography were checked. No attributable inventor entry surfaced. The biography includes Technion, UCLA, Princeton and AT&T visits; those are search context, not evidence of patent ownership. No absence conclusion.","query":"\"Ran Gelles\" patent","url":"https://www.google.com/search?q=%22Ran%20Gelles%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name and patent-domain searches plus the university biography were checked. No attributable inventor entry surfaced. The biography includes Technion, UCLA, Princeton and AT&T visits; those are search context, not evidence of patent ownership. No absence conclusion.","query":"\"Ran Gelles\" patents inventor CV","url":"https://www.google.com/search?q=%22Ran%20Gelles%22%20patents%20inventor%20CV"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name and patent-domain searches plus the university biography were checked. No attributable inventor entry surfaced. The biography includes Technion, UCLA, Princeton and AT&T visits; those are search context, not evidence of patent ownership. No absence conclusion.","query":"\"Ran Gelles\" site:patents.google.com","url":"https://www.google.com/search?q=%22Ran%20Gelles%22%20site%3Apatents.google.com"},{"access":"read","observation":"Biography inspected; Technion, UCLA, Princeton and AT&T history used as identity context only.","query":"Career, inventor portfolio or candidate inspection","url":"https://www.eng.biu.ac.il/gellesr/"}]},"researcher_id":"r17","review_status":"partial"},"r18":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-satija","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare modality-specific and integrated embeddings with donor-held-out cell-type annotations using a public spatial transcriptomics image/count dataset with controlled registration and resolution perturbations. Compare label transfer, batch sensitivity and rare-state recovery with the original mapping pipeline with identical transcript counts.","identity_condition":"verified-profiles","institution":"New York Genome Center and New York University","name":"Rahul Satija","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Shahar Alon's expansion sequencing, spatial transcriptomics can be paired with Rahul Satija's documented single-cell genomics, multimodal integration for spatial perturbation atlas for tissue repair. The specific contribution is single-cell multimodal integration; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s11","b-s12","pxe-s-satija"],"url":"https://satijalab.org/"},{"candidate_id":"ex-chen","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Profile one organoid injury model at three time points with a targeted transcript panel and prespecified spatial reproducibility metrics.","identity_condition":"verified-profiles","institution":"Broad Institute of MIT and Harvard","name":"Fei Chen","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. An offline integration comparison can start with public data before a new experimental atlas or sequencing protocol; the experimental original remains a close scientific match. Original retained exactly at rank 2; preceding alternatives are Rahul Satija (10; 4+3+3). The preserved scientific explanation above describes the narrower contribution; current ordering follows these displayed component totals, not comparative researcher quality.","rationale":"Chen’s spatial-genomics and microscopy methods could complement assay scaling and orthogonal validation; no current collaboration or willingness is asserted.","score":9,"source_ids":["b-s11","b-s12","b-s14","pxe-s-chen"],"url":"https://www.broadinstitute.org/bios/fei-chen"},{"candidate_id":"ex-boyden","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Design a small optical-label/perturbation comparison with an independent imaging reference using a public spatial transcriptomics image/count dataset with controlled registration and resolution perturbations. Compare cellular registration error, multiplexing crosstalk and measurement perturbation with the original mapping pipeline with identical transcript counts.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Ed Boyden","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shahar Alon's expansion sequencing, spatial transcriptomics can be paired with Ed Boyden's documented optogenetics, expansion microscopy for spatial perturbation atlas for tissue repair. The specific contribution is optical perturbation and high-resolution cellular readout; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s11","b-s12","pxe-s-boyden"],"url":"https://mcgovern.mit.edu/profile/ed-boyden/"},{"candidate_id":"ex-shekhar","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare cell-population representations using donor-held-out rather than random-cell splits using a public spatial transcriptomics image/count dataset with controlled registration and resolution perturbations. Compare population stability and held-out prediction error with the original mapping pipeline with identical transcript counts.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Karthik Shekhar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Shahar Alon's expansion sequencing, spatial transcriptomics can be paired with Karthik Shekhar's documented computational biology and genomics, neuroscience for spatial perturbation atlas for tissue repair. The specific contribution is genomic and neural population modelling; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s11","b-s12","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-teichmann","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Map cell states to an independent tissue reference with donor and tissue held out using a public spatial transcriptomics image/count dataset with controlled registration and resolution perturbations. Compare annotation agreement and rare-cell recovery with the original mapping pipeline with identical transcript counts.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Sarah Teichmann","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shahar Alon's expansion sequencing, spatial transcriptomics can be paired with Sarah Teichmann's documented human cell atlases, cellular diversity for spatial perturbation atlas for tissue repair. The specific contribution is cell-atlas reference and tissue heterogeneity; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s11","b-s12","b-s23","pxe-s-teichmann"],"url":"https://www.stemcells.cam.ac.uk/people/sarah-teichmann"},{"candidate_id":"ex-bronstein","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a geometry/graph-aware model with a parameter-matched unstructured baseline under structural perturbations using a public spatial transcriptomics image/count dataset with controlled registration and resolution perturbations. Compare held-out error, symmetry consistency and robustness to altered graph topology with the original mapping pipeline with identical transcript counts.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Michael Bronstein","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The refreshed Oxford profile also lists an Aithyra scientific-director role; the original Oxford institution string is preserved.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Shahar Alon's expansion sequencing, spatial transcriptomics can be paired with Michael Bronstein's documented geometric deep learning, graph neural networks for spatial perturbation atlas for tissue repair. The specific contribution is geometric structure and graph representations; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s11","b-s12","b-s25","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"candidate_id":"ex-pachter","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Audit for raw reads with spatial barcodes and a common transcript reference; if absent, simulate reads from a small known spatial count matrix. Run two quantifiers on identical reads, then the identical mapping pipeline on each output. Report count error, mapping error against synthetic truth and runtime; images/counts alone are not raw sequencing reads.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Lior S. Pachter","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Quantification can influence spatial mapping only when a compatible read/barcode interface is established; the downstream mapper must be held fixed. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Quantification can influence spatial mapping only when a compatible read/barcode interface is established; the downstream mapper must be held fixed. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Shahar Alon with Lior S. Pachter: Quantification can influence spatial mapping only when a compatible read/barcode interface is established; the downstream mapper must be held fixed.","score":8,"source_ids":["b-s11","b-s12","pxe-s-pachter"],"url":"https://www.bbe.caltech.edu/people/lior-s-pachter"},{"candidate_id":"ex-uhler","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Construct a synthetic spatial causal model with cell states, coordinates and a named signalling intervention whose downstream counts are generated explicitly. Fit predictive and causal models to identical observational samples, then evaluate both against held-out simulated interventions using count-response error. Vary unobserved confounding; archival spatial association is not intervention truth.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal inference offers a spatial-signalling hypothesis test, bounded initially to simulated intervention truth rather than an unsupported causal interpretation of archived images. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Causal inference offers a spatial-signalling hypothesis test, bounded initially to simulated intervention truth rather than an unsupported causal interpretation of archived images. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Shahar Alon with Caroline Uhler: Causal inference offers a spatial-signalling hypothesis test, bounded initially to simulated intervention truth rather than an unsupported causal interpretation of archived images.","score":8,"source_ids":["b-s11","b-s12","c-s33","pxe-s-uhler"],"url":"https://jclinic.mit.edu/team-member/caroline-uhler/"},{"candidate_id":"ex-gladyshev","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare a cell-state stress predictor with an age-signature baseline after holding out donor and age strata using a public spatial transcriptomics image/count dataset with controlled registration and resolution perturbations. Compare age-confounding sensitivity and held-out association with the predeclared endpoint with the original mapping pipeline with identical transcript counts.","identity_condition":"verified-profiles","institution":"Harvard Medical School and Brigham and Women's Hospital","name":"Vadim Gladyshev","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shahar Alon's expansion sequencing, spatial transcriptomics can be paired with Vadim Gladyshev's documented aging signatures, single-cell aging clocks for spatial perturbation atlas for tissue repair. The specific contribution is aging-specific biological endpoints; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s07","b-s11","b-s12","pxe-s-gladyshev"],"url":"https://ogephd.hms.harvard.edu/people/vadim-gladyshev"},{"candidate_id":"ex-quake","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Model capture/dropout, ambient RNA and spatial mixing applied computationally to a known synthetic spatial transcript matrix. Run the same mapping algorithm on ideal and degraded counts at matched cell numbers; measure transcript-location error and neighborhood recovery. Physical dilution is excluded from archived data and would need new samples and protocols.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Stephen Quake","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Measurement-process expertise can inform a computational spatial-capture bias study; no physical manipulation of archived counts or measured capture efficiency is claimed. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Measurement-process expertise can inform a computational spatial-capture bias study; no physical manipulation of archived counts or measured capture efficiency is claimed. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Shahar Alon with Stephen Quake: Measurement-process expertise can inform a computational spatial-capture bias study; no physical manipulation of archived counts or measured capture efficiency is claimed.","score":7,"source_ids":["b-s11","b-s12","pxe-s-quake"],"url":"https://profiles.stanford.edu/stephen-quake"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Apply controlled image degradation to an open spatial-transcriptomics image set and compare segmentation quality flags with a simple image-quality baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Molecular localization ground truth and platform-specific image artifacts need explicit definitions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon's spatial sequencing images and Goldberger's medical-image uncertainty methods meet on detecting unreliable molecular image analysis.","researcher_id":"r23","score":10,"source_ids":["b-s11","b-s12","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: On an open spatial transcriptomics dataset, compare network-failure indicators before and after shuffling spatial coordinates while controlling cell composition.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o04. An added candidate, r23 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Direct ageing-network and spatial-measurement complementarity is strong; causal ageing interpretation requires suitable longitudinal or perturbation evidence. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's network-failure hypotheses and Alon's spatial sequencing can connect molecular state with tissue neighbourhoods instead of averaging cells together.","researcher_id":"r02","score":9,"source_ids":["a-s05","a-s06","b-s11","b-s12"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare cell-state assignments from matched public spatial and single-cell data, with coordinate-shuffle and expression-depth controls.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o04. An added candidate, r23 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The strongest shared biological question still depends on an appropriate matched dataset and a tissue-specific interpretation protocol. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon's spatial transcriptomics and Kalisky's single-cell state analysis can distinguish true tissue-state structure from dissociation or spatial measurement artifacts.","researcher_id":"r21","score":9,"source_ids":["b-s11","b-s12","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Use an existing spatial neural dataset to freeze geometry-linked transcript endpoints for a later patterned-culture comparison.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Expansion and culture compatibility must be tested before collecting new sequencing data. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's engineered neural geometry and Alon's spatial sequencing offer a way to test whether controlled organization changes local molecular state.","researcher_id":"r03","score":9,"source_ids":["a-s08","b-s11","b-s12"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a geometric model with a non-spatial baseline under coordinate jitter and expression dropout in a public spatial dataset.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Biological validity is not guaranteed by geometric invariance. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon can define spatial/genomic measurement invariants and Fetaya can test whether geometric learning respects them under perturbation.","researcher_id":"r22","score":9,"source_ids":["b-s11","b-s12","b-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Profile one open spot-matching or image-registration workload and compare an accelerated model with a CPU baseline on alignment error and memory traffic.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Genomics accelerator expertise does not establish that this imaging kernel maps efficiently. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon's image-heavy in-situ sequencing could expose a memory-intensive kernel for Yavits's architecture research.","researcher_id":"r32","score":9,"source_ids":["b-s11","b-s12","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Use an open image stack or known-point phantom to compare localization error before and after a reconstruction step.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Apparent resolution gains may create false spots; sequencing identity and registration controls are required. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon's expansion sequencing and Zalevsky's super-resolution methods can test optical resolution against spatial molecular registration accuracy.","researcher_id":"r36","score":9,"source_ids":["b-s11","b-s12","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: On an open spatial-expression/image dataset, hold out one section and sweep registration noise; compare calibration to expression-only inference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 8/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o04. An added candidate, r23 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Spatial alignment and biological expertise belong to Alon; Shavit's announced programme supports a modelling proposal, not proven tissue expertise. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon can specify spatial measurement artifacts and Shavit can test multimodal representation and uncertainty under those perturbations.","researcher_id":"r39","score":8,"source_ids":["b-s11","b-s12","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a candidate imaging marker with a public spatial-expression atlas, then define a co-registration control for a future matched specimen.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Expression is only a proxy for probe binding; no matched specimen access is confirmed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer's imaging probes and Alon's spatial transcriptomics could examine whether probe localization corresponds to molecular tissue state.","researcher_id":"r16","score":8,"source_ids":["b-s04","b-s05","b-s11","b-s12"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Use compatible public brain atlases to compare spatial-expression features with a distance-only null when explaining network structure.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Atlas alignment and scale mismatch prevent causal or person-level conclusions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's neural-network hypotheses and Alon's spatial molecular maps could ask whether regional molecular organization constrains a functional network model.","researcher_id":"r09","score":7,"source_ids":["a-s28","a-s29","b-s11","b-s12"]}],"patents":{"coverage":"partial","note":"Four additional family representatives, all linked to MIT-era work; Harvard also appears in relevant assignee metadata. The embedded CV independently reveals two inventions missing from the inventor index. Baseline expansion-sequencing application retained and corresponding grant variants omitted. Coverage is not exhaustive.","records":[{"assignee":"Massachusetts Institute of Technology; Harvard University","attribution_note":"Named inventor Shahar Alon; MIT/Boyden career and patent list corroborated by the embedded CV; in-situ ATAC additionally matches Chen/Boyden co-inventors and domain. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r18-US11180804B2"],"family_key":"google-family:63143423","identifier":"US11180804B2","original":false,"publication_date":"2021-11-23","source_ids":["pxb-s008","pxb-alon-cv"],"title":"In situ ATAC sequencing","url":"https://patents.google.com/patent/US11180804B2/en","verification":"publication-inspected"},{"assignee":"Massachusetts Institute of Technology","attribution_note":"Named inventor Shahar Alon; MIT/Boyden career and patent list corroborated by the embedded CV; in-situ ATAC additionally matches Chen/Boyden co-inventors and domain. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r18-US10995361B2"],"family_key":"google-family:61189517","identifier":"US10995361B2","original":false,"publication_date":"2021-05-04","source_ids":["pxb-s009","pxb-alon-cv"],"title":"Multiplexed signal amplified FISH via splinted ligation amplification and sequencing","url":"https://patents.google.com/patent/US10995361B2/en","verification":"publication-inspected"},{"assignee":"Massachusetts Institute of Technology; Harvard University","attribution_note":"Named inventor Shahar Alon; MIT/Boyden career and patent list corroborated by the embedded CV; in-situ ATAC additionally matches Chen/Boyden co-inventors and domain. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r18-US10526649B2"],"family_key":"google-family:62021069","identifier":"US10526649B2","original":false,"publication_date":"2020-01-07","source_ids":["pxb-s052","pxb-alon-cv"],"title":"Augmenting in situ nucleic acid sequencing of expanded biological samples with in vitro sequence information","url":"https://patents.google.com/patent/US10526649B2/en","verification":"publication-inspected"},{"assignee":"Massachusetts Institute of Technology","attribution_note":"Named inventor Shahar Alon; MIT/Boyden career and patent list corroborated by the embedded CV; in-situ ATAC additionally matches Chen/Boyden co-inventors and domain. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r18-US10364457B2"],"family_key":"google-family:56740485","identifier":"US10364457B2","original":false,"publication_date":"2019-07-30","source_ids":["pxb-s051","pxb-alon-cv"],"title":"Nanoscale imaging of proteins and nucleic acids via expansion microscopy","url":"https://patents.google.com/patent/US10364457B2/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US20190055597A1","original":true,"publication_date":null,"source_ids":["b-s13"],"title":"In Situ Nucleic Acid Sequencing of Expanded Biological Samples","url":"https://patents.google.com/patent/US20190055597A1/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Four additional family representatives, all linked to MIT-era work; Harvard also appears in relevant assignee metadata. The embedded CV independently reveals two inventions missing from the inventor index. Baseline expansion-sequencing application retained and corresponding grant variants omitted. Coverage is not exhaustive.","query":"\"Shahar Alon\" patents inventor","url":"https://www.google.com/search?q=%22Shahar%20Alon%22%20patents%20inventor"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Four additional family representatives, all linked to MIT-era work; Harvard also appears in relevant assignee metadata. The embedded CV independently reveals two inventions missing from the inventor index. Baseline expansion-sequencing application retained and corresponding grant variants omitted. Coverage is not exhaustive.","query":"\"Alon\" \"Nanoscale Imaging of Proteins and Nucleic Acids\" patent","url":"https://www.google.com/search?q=%22Alon%22%20%22Nanoscale%20Imaging%20of%20Proteins%20and%20Nucleic%20Acids%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Four additional family representatives, all linked to MIT-era work; Harvard also appears in relevant assignee metadata. The embedded CV independently reveals two inventions missing from the inventor index. Baseline expansion-sequencing application retained and corresponding grant variants omitted. Coverage is not exhaustive.","query":"\"Alon\" \"Samples with In Vitro Sequence Information\" patent","url":"https://www.google.com/search?q=%22Alon%22%20%22Samples%20with%20In%20Vitro%20Sequence%20Information%22%20patent"},{"access":"read","observation":"US11180804B2. Inventors: Fei Chen; Andrew C. Payne; Jason D. Buenrostro; Paul Reginato; Edward Stuart Boyden; Shahar Alon. Recorded assignee metadata: Massachusetts Institute of Technology; Harvard University. Issue date: 2021-11-23. Family ID=63143423.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US11180804B2/en"},{"access":"read","observation":"US10995361B2. Inventors: Fei Chen; Asmamaw T. Wassie; Shahar Alon; Adam Henry Marblestone; Anubhav Sinha; Andrew Payne; Edward Stuart Boyden. Recorded assignee metadata: Massachusetts Institute of Technology. Issue date: 2021-05-04. Family ID=61189517.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10995361B2/en"},{"access":"read","observation":"US10364457B2. Inventors: Asmamaw Wassie; Fei Chen; Edward Stuart Boyden; Shahar Alon; George Church; Evan Daugharthy. Recorded assignee metadata: Massachusetts Institute of Technology. Issue date: 2019-07-30. Family ID=56740485.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10364457B2/en"},{"access":"read","observation":"US10526649B2. Inventors: Fei Chen; Shahar Alon; Andrew Payne; Asmamaw Wassie; Daniel Goodwin; Edward Stuart Boyden; Evan Daugharthy; Jonathan Scheiman. Recorded assignee metadata: Massachusetts Institute of Technology; Harvard University. Issue date: 2020-01-07. Family ID=62021069.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10526649B2/en"},{"access":"read","observation":"The CV records work with Ed Boyden at MIT and lists US10364457, US10059990, application 15/876,347 and application 15/789,419. These identify distinct expansion-imaging and sequencing inventions; US10059990 is represented by a continuation in the retained baseline.","query":"Researcher-controlled career/patent list inspection","url":"https://gondabrain.biu.ac.il/node/448"},{"access":"read","observation":"Direct HTTP 403; web-reader later read index. CV revealed two further families missing from this index.","query":"Career, inventor portfolio or candidate inspection","url":"https://patents.justia.com/inventor/shahar-alon"}]},"researcher_id":"r18","review_status":"partial"},"r19":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-carley","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Evaluate on a synthetic and one de-identified event stream with predefined latency and false-alarm thresholds.","identity_condition":"verified-profiles","institution":"Carnegie Mellon University","name":"Kathleen M. Carley","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Her dynamic-network-analysis and social-cybersecurity program could complement behavioral validation and governance; no willingness is asserted.","score":10,"source_ids":["b-s15","b-s16","b-s17","pxe-s-carley"],"url":"https://www.cmu.edu/casos-center/people/carley.html"},{"candidate_id":"ex-bronstein","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a geometry/graph-aware model with a parameter-matched unstructured baseline under structural perturbations using a synthetic temporal coordination network with planted events and held-out activity regimes. Compare held-out error, symmetry consistency and robustness to altered graph topology with an activity-matched shuffled-network null.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Michael Bronstein","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The refreshed Oxford profile also lists an Aithyra scientific-director role; the original Oxford institution string is preserved.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Shahar Somin's graph analysis, temporal fingerprints can be paired with Michael Bronstein's documented geometric deep learning, graph neural networks for privacy-preserving early warning for coordinated failures. The specific contribution is geometric structure and graph representations; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s15","b-s16","b-s25","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"candidate_id":"ex-jackson","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare allocation or diffusion on the measured graph with degree-preserving shuffled graphs using a synthetic temporal coordination network with planted events and held-out activity regimes. Compare distributional effects and sensitivity to network-position assumptions with an activity-matched shuffled-network null.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Matthew O. Jackson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Shahar Somin's graph analysis, temporal fingerprints can be paired with Matthew O. Jackson's documented network science and economics, economic modelling for privacy-preserving early warning for coordinated failures. The specific contribution is network structure and economic incentives; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s15","b-s16","pxe-s-jackson"],"url":"https://web.stanford.edu/~jacksonm/"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a synthetic temporal coordination network with planted events and held-out activity regimes. Compare calibration error, risk-coverage and confident-error rate with an activity-matched shuffled-network null.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Shahar Somin's graph analysis, temporal fingerprints can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for privacy-preserving early warning for coordinated failures. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s15","b-s16","b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-tse","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a decentralized or information-constrained algorithm with a centralized reference on a small reproducible workload using a synthetic temporal coordination network with planted events and held-out activity regimes. Compare communication cost, correctness and sensitivity to missing participants with an activity-matched shuffled-network null.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Shahar Somin's graph analysis, temporal fingerprints can be paired with David Tse's documented information-theoretic methods, decentralized systems for privacy-preserving early warning for coordinated failures. The specific contribution is first-principles data and decentralized-system modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s15","b-s16","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a synthetic temporal coordination network with planted events and held-out activity regimes. Compare estimation error, calibration and bits per valid decision with an activity-matched shuffled-network null.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Shahar Somin's graph analysis, temporal fingerprints can be paired with Gregory Wornell's documented signal processing, statistical inference for privacy-preserving early warning for coordinated failures. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s15","b-s16","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-athey","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a temporal communication network with treatment defined as randomized access to a coordination aid and outcome defined as handoff delay on planted collaborative tasks. Compare a stratified treatment-effect estimate with a simple randomized-arm difference against the simulator's planted effects; vary network interference explicitly. A shuffled graph is a separate topology check, not a treatment comparator.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Susan Athey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal analysis can complement coordination research once treatment, outcome and network-interference assumptions are explicit; planted coordination labels alone do not define a causal benefit. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. Causal analysis can complement coordination research once treatment, outcome and network-interference assumptions are explicit; planted coordination labels alone do not define a causal benefit. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Shahar Somin with Susan Athey: Causal analysis can complement coordination research once treatment, outcome and network-interference assumptions are explicit; planted coordination labels alone do not define a causal benefit.","score":7,"source_ids":["b-s15","b-s16","pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"candidate_id":"ex-goldwasser","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify allowed leakage from an aggregate coordination alert and attack a toy release rule using a synthetic temporal coordination network with planted events and held-out activity regimes. Compare information disclosed and correctness of alert verification with an activity-matched shuffled-network null.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Shafi Goldwasser","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shahar Somin's graph analysis, temporal fingerprints can be paired with Shafi Goldwasser's documented cryptography, proof systems for privacy-preserving early warning for coordinated failures. The specific contribution is formal privacy bounds on network alerts; this transfer is an analyst hypothesis.","score":7,"source_ids":["b-s15","b-s16","c-s30","pxe-s-goldwasser"],"url":"https://www.csail.mit.edu/person/shafi-goldwasser"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Convert the synthetic network's timestamped messages into jobs with arrival times, processing demands and destinations. Compare randomized two-choice routing with uniform random routing on the same arrivals and server capacity; report tail queueing delay, dropped jobs and detection latency for identical planted events under the same downstream detector.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Randomized algorithms address processing of network-event streams through an explicit resource problem; routing efficiency must be separated from identifying coordination. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Randomized algorithms address processing of network-event streams through an explicit resource problem; routing efficiency must be separated from identifying coordination. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Shahar Somin with Michael Mitzenmacher: Randomized algorithms address processing of network-event streams through an explicit resource problem; routing efficiency must be separated from identifying coordination.","score":7,"source_ids":["b-s15","b-s16","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-acemoglu","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Define a separate toy worker-task bipartite model with stipulated skill requirements, task demand and productivity. Compare two declared automation scenarios with the same initial workforce and demand; report model-implied reassignment and unmet tasks while sweeping substitution/complementarity assumptions. Do not infer labour outcomes from a generic communication graph.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Daron Acemoglu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Labour/task modelling is a conditional extension requiring new model objects, not an established interpretation of temporal coordination data. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Labour/task modelling is a conditional extension requiring new model objects, not an established interpretation of temporal coordination data. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Shahar Somin with Daron Acemoglu: Labour/task modelling is a conditional extension requiring new model objects, not an established interpretation of temporal coordination data.","score":4,"source_ids":["b-s15","b-s16","pxe-s-acemoglu"],"url":"https://economics.mit.edu/people/faculty/daron-acemoglu"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Generate networks with known failure cascades and compare temporal fingerprints with static coupling estimates on warning time and false alarms.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Temporal identity-matching methods are a transferable modelling idea, not evidence of biological mechanism. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's failure coupling in biological networks and Somin's temporal graph analysis share a question about early warning before coordinated failure.","researcher_id":"r02","score":9,"source_ids":["a-s05","a-s06","b-s15","b-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Generate synthetic encrypted-message timings and compare coordination inference before and after a specified padding schedule, reporting leakage and overhead.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Encryption alone does not hide metadata; no real-person identity matching is proposed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin's temporal fingerprinting identifies a concrete leakage risk for Mor Weiss's secure distributed protocols.","researcher_id":"r38","score":9,"source_ids":["b-s15","b-s16","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Inject known demand bursts into a synthetic service network and compare feature-informed allocation with a rate-only controller on unmet demand and false interventions.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r19: Conditional later role: test temporal network signals only if approved event-network data adds value beyond the queueing baseline.","ranking_note":"Rank 3/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o03. An added candidate, r02 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Correlation in event timing is not a causal intervention target; retain the simpler controller if decision quality does not improve. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin can derive temporal coordination features and Singer can test whether those features improve a stochastic resource-allocation decision.","researcher_id":"r24","score":8,"source_ids":["b-s15","b-s16","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Generate event logs with known bottlenecks and compare a queue-only detector with a temporal-network feature extension on false alarms and detection delay.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r19: Conditional later role: test temporal network signals only if approved event-network data adds value beyond the queueing baseline.","ranking_note":"Rank 4/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o03. An added candidate, r02 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Synthetic signals must beat the simpler process baseline before requesting governed real event-network data. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin's temporal network signals could identify coordination patterns that Izack Cohen's queueing model misses in a service workflow.","researcher_id":"r29","score":8,"source_ids":["b-s15","b-s16","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Compare a forecast-assisted online scheduler with a forecast-free rule under synthetic coordination shocks; report regret when forecasts are wrong.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r37: Conditional later role: add online/fair-allocation rules if the chosen service decision requires them. o03 r19: Conditional later role: test temporal network signals only if approved event-network data adds value beyond the queueing baseline.","ranking_note":"Rank 5/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o03. An added candidate, r02 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Only add temporal forecasting if it improves the chosen allocation task under misspecification. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin's temporal models can forecast short-lived load changes while Ilan Cohen's online algorithms decide allocations before future arrivals are known.","researcher_id":"r37","score":8,"source_ids":["b-s15","b-s16","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Generate synthetic coordinated packet-loss bursts and compare a fixed redundancy rule with a pattern-aware rule on failure and overhead.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Pattern detection must not be used as an unsupported identity or malicious-intent inference. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin's temporal network signals could identify communication-failure patterns that Gelles's interactive protocols need to tolerate.","researcher_id":"r17","score":8,"source_ids":["b-s08","b-s09","b-s15","b-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Create a synthetic timestamped incident corpus and compare event-grounded summaries with ordinary summaries on ordering errors and unsupported links.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Temporal association must not be rewritten as causal coordination or malicious intent. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin can identify temporal event structure and Ernst can preserve source support when summarizing network incidents.","researcher_id":"r28","score":8,"source_ids":["b-s15","b-s16","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Generate synchronized and independent user activity with equal mean load; compare throughput prediction with and without temporal features.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Activity patterns do not reveal identities or intent, and their value must exceed a simple burst model. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin's temporal network analysis could identify bursty coordination that changes Zaidel's multiuser interference assumptions.","researcher_id":"r31","score":8,"source_ids":["b-s15","b-s16","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Generate matched-mean stationary and burst-coordinated interferers; compare temporal prediction with a power-only estimator on outage warning.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. No source establishes Somin as a radio hardware specialist; the contribution is temporal modelling. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin's temporal patterns can be tested as early indicators of interference changes in Noam's spectrum-management models.","researcher_id":"r40","score":8,"source_ids":["b-s15","b-s16","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Construct synthetic team-event graphs with known handoff failures and compare temporal motifs with static network features on detection accuracy.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r19: Conditional later role: test temporal network signals only if approved event-network data adds value beyond the queueing baseline.","ranking_note":"Rank 10/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o03. An added candidate, r02 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Do not infer worker identity, performance or willingness from temporal fingerprints; governed access and a non-surveillance purpose are required. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's workforce-network questions and Somin's temporal graph methods could test coordination changes using consented aggregate activity patterns.","researcher_id":"r07","score":7,"source_ids":["a-s22","a-s23","b-s15","b-s16"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, package artificial coordination and non-coordination traces and pilot the clarity of labels and submission requirements.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 11/11; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. No real identity matching or inferred network-science expertise for Simonovsky is proposed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate a synthetic event-analysis challenge while Somin supplies the temporal-network task and evaluation.","researcher_id":"r05","score":4,"source_ids":["a-s16","a-s17","b-s15","b-s16"]}],"patents":{"coverage":"partial","note":"Network-stabilization family attributed through exact name, topic and co-inventor Yaniv Altshuler. Inspected US20150040248A1 (Encryption-resistant watermarking; NDS/Cisco metadata; Itsik Mantin and Shahar Somin) remains withheld: no independent career bridge resolved this same-name corporate attribution. An inaccessible MIT biography is not negative evidence.","records":[{"assignee":"Netz Forecasts Ltd","attribution_note":"Named inventor Shahar Somin; network research and co-inventor Altshuler corroborated by institutional publications. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r19-US11323334B2"],"family_key":"google-family:70283921","identifier":"US11323334B2","original":false,"publication_date":"2022-05-03","source_ids":["pxb-s011","pxb-somin-bio"],"title":"Systems and methods for network stabilization prediction","url":"https://patents.google.com/patent/US11323334B2/en","verification":"publication-inspected"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Network-stabilization family attributed through exact name, topic and co-inventor Yaniv Altshuler. Inspected US20150040248A1 (Encryption-resistant watermarking; NDS/Cisco metadata; Itsik Mantin and Shahar Somin) remains withheld: no independent career bridge resolved this same-name corporate attribution. An inaccessible MIT biography is not negative evidence.","query":"\"Shahar Somin\" patent","url":"https://www.google.com/search?q=%22Shahar%20Somin%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Network-stabilization family attributed through exact name, topic and co-inventor Yaniv Altshuler. Inspected US20150040248A1 (Encryption-resistant watermarking; NDS/Cisco metadata; Itsik Mantin and Shahar Somin) remains withheld: no independent career bridge resolved this same-name corporate attribution. An inaccessible MIT biography is not negative evidence.","query":"\"Shahar Somin\" site:patents.google.com/patent","url":"https://www.google.com/search?q=%22Shahar%20Somin%22%20site%3Apatents.google.com%2Fpatent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Network-stabilization family attributed through exact name, topic and co-inventor Yaniv Altshuler. Inspected US20150040248A1 (Encryption-resistant watermarking; NDS/Cisco metadata; Itsik Mantin and Shahar Somin) remains withheld: no independent career bridge resolved this same-name corporate attribution. An inaccessible MIT biography is not negative evidence.","query":"\"Shahar Somin\" \"patent\" systems","url":"https://www.google.com/search?q=%22Shahar%20Somin%22%20%22patent%22%20systems"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Network-stabilization family attributed through exact name, topic and co-inventor Yaniv Altshuler. Inspected US20150040248A1 (Encryption-resistant watermarking; NDS/Cisco metadata; Itsik Mantin and Shahar Somin) remains withheld: no independent career bridge resolved this same-name corporate attribution. An inaccessible MIT biography is not negative evidence.","query":"\"Shahar Somin\" \"NDS\"","url":"https://www.google.com/search?q=%22Shahar%20Somin%22%20%22NDS%22"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Network-stabilization family attributed through exact name, topic and co-inventor Yaniv Altshuler. Inspected US20150040248A1 (Encryption-resistant watermarking; NDS/Cisco metadata; Itsik Mantin and Shahar Somin) remains withheld: no independent career bridge resolved this same-name corporate attribution. An inaccessible MIT biography is not negative evidence.","query":"\"Shahar Somin\" \"Mantin\"","url":"https://www.google.com/search?q=%22Shahar%20Somin%22%20%22Mantin%22"},{"access":"read","observation":"US11323334B2. Inventors: Yaniv Altshuler; Shahar Somin; Goren Gordon. Recorded assignee metadata: Netz Forecasts Ltd. Issue date: 2022-05-03. Family ID=70283921.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US11323334B2/en"},{"access":"read","observation":"US20150040248A1. Inventors: Itsik Mantin; Shahar Somin. Recorded assignee metadata: NDS Ltd; Cisco Technology Inc. Publication date was not captured in the structured metadata; left null. Family ID=46614896.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20150040248A1/en"},{"access":"read","observation":"The page identifies Shahar Somin's network intelligence research and lists publications with Yaniv Altshuler, matching the network-stabilization patent's co-inventor and subject. It does not establish NDS/Cisco employment.","query":"Researcher-controlled career/patent list inspection","url":"https://sites.biu.ac.il/en/shahar-somin"},{"access":"deferred","observation":"Internal Error; no additional career bridge obtained.","query":"Career, inventor portfolio or candidate inspection","url":"https://connection.mit.edu/people/shhar/"}]},"researcher_id":"r19","review_status":"partial"},"r20":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-atwater","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Fabricate a small passive prototype and reconstruct a fixed spectral target set under controlled angles.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Harry Atwater","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"His metasurface, two-dimensional-material, and quantum-nanophotonics work could complement tunability and heterogeneous integration; no willingness is asserted.","score":9,"source_ids":["b-s18","b-s19","b-s20","pxe-s-atwater"],"url":"https://atwater.caltech.edu/team-member/harry-atwater"},{"candidate_id":"ex-vuckovic","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Compare one inverse-designed and one conventional cavity/coupler under matched fabrication constraints using a simulated multispectral metasurface sensor with fixed aperture and material constraints. Compare coupling efficiency, bandwidth and tolerance sensitivity with a static unpatterned or conventional-filter optical front end.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Jelena Vuckovic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Tomer Lewi's metasurface design, nanophotonics can be paired with Jelena Vuckovic's documented integrated quantum photonics, cavity QED for adaptive multispectral optical edge sensor. The specific contribution is cavity coupling and inverse photonic design; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s03","b-s18","b-s19","pxe-s-vuckovic"],"url":"https://stanford.edu/~jela/"},{"candidate_id":"ex-lipson","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a small integrated modulation/interference circuit with realistic propagation loss using a simulated multispectral metasurface sensor with fixed aperture and material constraints. Compare conversion or routing fidelity, insertion loss and fabrication sensitivity with a static unpatterned or conventional-filter optical front end.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Tomer Lewi's metasurface design, nanophotonics can be paired with Michal Lipson's documented integrated nanophotonics, on-chip modulation for adaptive multispectral optical edge sensor. The specific contribution is integrated optical modulation and light confinement; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s40","b-s18","b-s19","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"candidate_id":"ex-loncar","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Model a compact nonlinear optical element with realistic loss and fabrication variation using a simulated multispectral metasurface sensor with fixed aperture and material constraints. Compare conversion efficiency, noise and sensitivity to geometry with a static unpatterned or conventional-filter optical front end.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Marko Loncar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Tomer Lewi's metasurface design, nanophotonics can be paired with Marko Loncar's documented nanoscale optics, quantum engineering for adaptive multispectral optical edge sensor. The specific contribution is nanoscale integrated quantum optics; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s18","b-s19","c-s41","pxe-s-loncar"],"url":"https://seas.harvard.edu/person/marko-loncar"},{"candidate_id":"ex-ozcan","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare conventional reconstruction with a learned inverse model on matched phantom data held out by acquisition condition using a simulated multispectral metasurface sensor with fixed aperture and material constraints. Compare reconstruction bias, resolution and uncertainty under hardware shift with a static unpatterned or conventional-filter optical front end.","identity_condition":"verified-profiles","institution":"University of California, Los Angeles","name":"Aydogan Ozcan","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Tomer Lewi's metasurface design, nanophotonics can be paired with Aydogan Ozcan's documented computational imaging, microscopy for adaptive multispectral optical edge sensor. The specific contribution is computational imaging and quantitative reconstruction; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s18","b-s19","c-s22","pxe-s-ozcan"],"url":"https://samueli.ucla.edu/people/aydogan-ozcan/"},{"candidate_id":"ex-wu","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a two-channel photonic routing/readout block under fabrication tolerances using a simulated multispectral metasurface sensor with fixed aperture and material constraints. Compare insertion loss, crosstalk and readout variation with a static unpatterned or conventional-filter optical front end.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Ming Wu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Tomer Lewi's metasurface design, nanophotonics can be paired with Ming Wu's documented silicon photonics, photonic integrated circuits for adaptive multispectral optical edge sensor. The specific contribution is integrated optical routing and sensing; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s18","b-s19","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-aizenberg","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Contrast static and responsive surface designs under a controlled environmental perturbation using a simulated multispectral metasurface sensor with fixed aperture and material constraints. Compare surface response, reversibility and fouling or adhesion change with a static unpatterned or conventional-filter optical front end.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Joanna Aizenberg","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Tomer Lewi's metasurface design, nanophotonics can be paired with Joanna Aizenberg's documented adaptive bioinspired surfaces, surface chemistry for adaptive multispectral optical edge sensor. The specific contribution is adaptive interfacial chemistry; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s15","b-s18","b-s19","pxe-s-aizenberg"],"url":"https://aizenberglab.seas.harvard.edu/people/joanna-aizenberg"},{"candidate_id":"ex-giustino","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Declare a candidate material's temperature-dependent refractive-index model with uncertain coefficients, then propagate its index change through a fixed metasurface geometry. Compare resonance shift and resulting concentration-estimation bias with a temperature-independent-index control on identical simulated spectra. Establish whether microscopic temperature calculations can constrain the coefficients before asserting a predictive material model.","identity_condition":"verified-profiles","institution":"The University of Texas at Austin","name":"Feliciano Giustino","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Temperature-dependent material theory can address spectral drift through an explicit refractive-index link; assumed coefficients are not validated first-principles results. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Temperature-dependent material theory can address spectral drift through an explicit refractive-index link; assumed coefficients are not validated first-principles results. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Tomer Lewi with Feliciano Giustino: Temperature-dependent material theory can address spectral drift through an explicit refractive-index link; assumed coefficients are not validated first-principles results.","score":7,"source_ids":["b-s18","b-s19","c-s38","pxe-s-giustino"],"url":"https://physics.utexas.edu/directory/feliciano-giustino"},{"candidate_id":"ex-galli","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":2},"existing":false,"first_test":"Choose one proposed metasurface material and identify its required complex permittivity over the sensor band. Audit whether a tractable electronic-structure calculation can supply this input; meanwhile propagate a labelled assumed permittivity interval through the same fixed-geometry optical model. Compare spectral response and inverse concentration error with a fixed-permittivity reference, holding aperture and geometry constant.","identity_condition":"verified-profiles","institution":"The University of Chicago and Argonne National Laboratory","name":"Giulia Galli","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Electronic structure contributes only through a material-to-optical parameter map; the material choice and reliable optical constants remain prerequisites. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 5 = max(1, 2+2+1): topic overlap 2/4, complementarity 2/3, feasible first test 1/3. Electronic structure contributes only through a material-to-optical parameter map; the material choice and reliable optical constants remain prerequisites. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Tomer Lewi with Giulia Galli: Electronic structure contributes only through a material-to-optical parameter map; the material choice and reliable optical constants remain prerequisites.","score":5,"source_ids":["b-s18","b-s19","pxe-s-galli"],"url":"https://galligroup.uchicago.edu/People/galli.php"},{"candidate_id":"ex-wong","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Model a putative liquid-infused protective layer as a thickness/refractive-index perturbation on a fixed metasurface. Compare the same optical sensor with and without that layer by spectral shift and sensing sensitivity, sweeping assumed layer loss and fouling thickness. Physical coating retention/contact-angle tests require coupons later; this stage tests optical compatibility only.","identity_condition":"verified-profiles","institution":"The Pennsylvania State University","name":"Tak-Sing Wong","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Antifouling surfaces could protect a sensor, but simulation initially addresses coating-induced optical penalties and cannot establish lubricant retention or fouling resistance. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 5 = max(1, 1+2+2): topic overlap 1/4, complementarity 2/3, feasible first test 2/3. Antifouling surfaces could protect a sensor, but simulation initially addresses coating-induced optical penalties and cannot establish lubricant retention or fouling resistance. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Tomer Lewi with Tak-Sing Wong: Antifouling surfaces could protect a sensor, but simulation initially addresses coating-induced optical penalties and cannot establish lubricant retention or fouling resistance.","score":5,"source_ids":["b-s18","b-s19","pxe-s-wong"],"url":"https://www.matse.psu.edu/directory/tak-sing-wong"}],"internal":[{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare a simulated metasurface imaging element with a conventional aperture over fixed angles; measure reconstruction error and tolerance to aberration.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r20: Conditional later role: add a photonic component only if the baseline study identifies an optical bottleneck that it can address. o06 r36: Conditional later role: assess an imaging/readout change only if it targets the dominant measured bottleneck.","ranking_note":"Rank 1/11; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o06. No strictly higher-scoring candidate displaces this original. Substantial optics overlap reduces complementarity; any diagnostic gain requires a separate application test. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Lewi's metasurface design and Zalevsky's super-resolution and nanophotonics meet on compact imaging with controlled angular response.","researcher_id":"r36","score":9,"source_ids":["b-s18","b-s19","c-s20","c-s21","c-s42"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Model a metasurface input stage feeding a nonlinear converter and compare coupling bandwidth and total loss to direct input.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/11; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Closely related photonic roles limit complementarity; cascading devices may worsen loss. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Lewi's metasurface and nano-spectroscopy work overlaps with Desiatov's integrated nonlinear optics, with a possible passive/active component division.","researcher_id":"r42","score":9,"source_ids":["b-s18","b-s19","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Use the reference assay spectrum in an optical model; compare signal collection and background rejection with a conventional filter.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r20: Conditional later role: add a photonic component only if the baseline study identifies an optical bottleneck that it can address.","ranking_note":"Rank 3/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. An added candidate, r42 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The original photonic addition is conditional on a demonstrated optical bottleneck and plausible fabrication tolerances. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Danielli can identify a background-limited assay and Lewi can model a metasurface filter or collection element for that measured optical bottleneck.","researcher_id":"r14","score":8,"source_ids":["a-s45","a-s46","a-s47","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Sweep a deposited-layer thickness in a metasurface model and compare spectral drift before and after a proposed coating.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The coating's refractive index and stability need measurement. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler can characterize fouling at interfaces while Lewi models its effect on a metasurface's optical response.","researcher_id":"r04","score":8,"source_ids":["a-s12","a-s13","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model a bounded emitter spectrum near a passive metasurface and compare collection efficiency, angular spread and loss with a flat interface.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Preserving emitter purity and avoiding quenching need later measurements. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's quantum nanocrystal emission and Lewi's metasurface control meet on efficient directional collection.","researcher_id":"r08","score":8,"source_ids":["a-s25","a-s26","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a time-lens model with and without an angularly dispersive surface on pulse distortion over incidence angle.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A metasurface may add loss without improving temporal control. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fridman's temporal optics and Lewi's metasurfaces could separate temporal and angular dispersion in a compact optical processor.","researcher_id":"r11","score":8,"source_ids":["a-s34","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model two frequency modes through a dispersive surface and compare coherence-preserving transfer with an incoherent classical control.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Quantum-compatible loss and polarization response need qualification. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Blau's quantum-mode requirements could constrain Lewi's angular/spectral metasurface transformations.","researcher_id":"r12","score":8,"source_ids":["a-s37","a-s38","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate one resonator with two coupling structures and compare coupling fraction, linewidth and angular sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The surface design must respect atomic-vapor and fabrication constraints. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zektzer's microresonator interface and Lewi's nanophotonic surface design share a problem of controlling local optical coupling.","researcher_id":"r15","score":8,"source_ids":["b-s01","b-s02","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Propagate two material-response estimates into one metasurface model and compare resonance shift with a constant-index approximation.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Parameter transfer across microscopic and device models needs validation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Lewi's metasurface response can be constrained by Goldzak Mizrahi's material and light-matter calculations.","researcher_id":"r41","score":8,"source_ids":["b-s18","b-s19","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Model measured or openly reported probe spectra through a candidate metasurface response and compare separation with ordinary bandpass filtering.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r20: Conditional later role: add a photonic component only if the baseline study identifies an optical bottleneck that it can address.","ranking_note":"Rank 10/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. An added candidate, r42 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Probe-surface compatibility and a relevant optical bottleneck need confirmation before fabrication or biological testing. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer's imaging nanoprobes and Lewi's light-matter design could test whether a spectral surface improves probe discrimination in complex backgrounds.","researcher_id":"r16","score":7,"source_ids":["b-s04","b-s05","b-s18","b-s19"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a measured candidate material response in a passive optical element and compare temperature sensitivity with a conventional dielectric.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The material must have suitable optical loss and processing compatibility. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's thermoelectric and ceramic materials could supply a temperature-dependent response for Lewi's light-matter design.","researcher_id":"r10","score":7,"source_ids":["a-s31","a-s32","b-s18","b-s19"]}],"patents":{"coverage":"partial","note":"University patent list and individual US publication agree on application 18/766,826 and inventors Tomer Lewi/Shany Cohen. Prior UCSB-era work was not excluded by affiliation. One family added; no exhaustive claim.","records":[{"assignee":"Bar Ilan University","attribution_note":"Named inventor Tomer LEWI; own institutional patent list corroborates application/title/co-inventor identity. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r20-US20250020950A1"],"family_key":"google-family:94211178","identifier":"US20250020950A1","original":false,"publication_date":"2025-01-16","source_ids":["pxb-s013","pxb-lewi-list"],"title":"Metasurface and photonic device using the same","url":"https://patents.google.com/patent/US20250020950A1/en","verification":"publication-inspected"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. University patent list and individual US publication agree on application 18/766,826 and inventors Tomer Lewi/Shany Cohen. Prior UCSB-era work was not excluded by affiliation. One family added; no exhaustive claim.","query":"\"Tomer Lewi\" patent","url":"https://www.google.com/search?q=%22Tomer%20Lewi%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. University patent list and individual US publication agree on application 18/766,826 and inventors Tomer Lewi/Shany Cohen. Prior UCSB-era work was not excluded by affiliation. One family added; no exhaustive claim.","query":"\"Tomer Lewi\" \"metasurface\" patent","url":"https://www.google.com/search?q=%22Tomer%20Lewi%22%20%22metasurface%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. University patent list and individual US publication agree on application 18/766,826 and inventors Tomer Lewi/Shany Cohen. Prior UCSB-era work was not excluded by affiliation. One family added; no exhaustive claim.","query":"\"Tomer Lewi\" \"US\" \"patent\" \"metasurface\"","url":"https://www.google.com/search?q=%22Tomer%20Lewi%22%20%22US%22%20%22patent%22%20%22metasurface%22"},{"access":"read","observation":"US20250020950A1. Inventors: Tomer LEWI; Shany COHEN. Recorded assignee metadata: Bar Ilan University. Publication date was not captured in the structured metadata; left null. Family ID=94211178.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20250020950A1/en"},{"access":"read","observation":"The author-maintained page names Tomer Lewi and Shany Cohen for Metasurface and photonic device using the same, US application 18/766,826 (2025).","query":"Researcher-controlled career/patent list inspection","url":"https://www.eng.biu.ac.il/lewitom/publications/"}]},"researcher_id":"r20","review_status":"partial"},"r21":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-satija","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare modality-specific and integrated embeddings with donor-held-out cell-type annotations using a public longitudinal or staged tissue-repair single-cell dataset split by donor and time. Compare label transfer, batch sensitivity and rare-state recovery with a static cell-state classifier without trajectory information.","identity_condition":"verified-profiles","institution":"New York Genome Center and New York University","name":"Rahul Satija","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tomer Kalisky's single-cell expression profiling, stem-cell biology can be paired with Rahul Satija's documented single-cell genomics, multimodal integration for longitudinal single-cell repair atlas. The specific contribution is single-cell multimodal integration; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s21","pxe-s-satija"],"url":"https://satijalab.org/"},{"candidate_id":"ex-teichmann","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Collect a small injury-recovery time course and test whether predefined trajectories reproduce across biological replicates.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Sarah Teichmann","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. An offline integration comparison can start with public data before a new experimental atlas or sequencing protocol; the experimental original remains a close scientific match. Original retained exactly at rank 2; preceding alternatives are Rahul Satija (10; 4+3+3). The preserved scientific explanation above describes the narrower contribution; current ordering follows these displayed component totals, not comparative researcher quality.","rationale":"Her cell-atlas and tissue-architecture program could complement integration across tissues and spatial validation; no willingness is asserted.","score":9,"source_ids":["b-s21","b-s23","pxe-s-teichmann"],"url":"https://www.stemcells.cam.ac.uk/people/sarah-teichmann"},{"candidate_id":"ex-pachter","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two single-cell RNA quantification or representation pipelines on the same reads using a public longitudinal or staged tissue-repair single-cell dataset split by donor and time. Compare quantification disagreement, memory use and cell-state stability with a static cell-state classifier without trajectory information.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Lior S. Pachter","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tomer Kalisky's single-cell expression profiling, stem-cell biology can be paired with Lior S. Pachter's documented single-cell sequencing, RNA biology for longitudinal single-cell repair atlas. The specific contribution is RNA measurement and reproducible genomics computation; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s21","pxe-s-pachter"],"url":"https://www.bbe.caltech.edu/people/lior-s-pachter"},{"candidate_id":"ex-shekhar","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare cell-population representations using donor-held-out rather than random-cell splits using a public longitudinal or staged tissue-repair single-cell dataset split by donor and time. Compare population stability and held-out prediction error with a static cell-state classifier without trajectory information.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Karthik Shekhar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tomer Kalisky's single-cell expression profiling, stem-cell biology can be paired with Karthik Shekhar's documented computational biology and genomics, neuroscience for longitudinal single-cell repair atlas. The specific contribution is genomic and neural population modelling; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s21","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-bronstein","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a geometry/graph-aware model with a parameter-matched unstructured baseline under structural perturbations using a public longitudinal or staged tissue-repair single-cell dataset split by donor and time. Compare held-out error, symmetry consistency and robustness to altered graph topology with a static cell-state classifier without trajectory information.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Michael Bronstein","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The refreshed Oxford profile also lists an Aithyra scientific-director role; the original Oxford institution string is preserved.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tomer Kalisky's single-cell expression profiling, stem-cell biology can be paired with Michael Bronstein's documented geometric deep learning, graph neural networks for longitudinal single-cell repair atlas. The specific contribution is geometric structure and graph representations; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s21","b-s25","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"candidate_id":"ex-chen","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Audit for a repair time course with paired counts, spatial coordinates, donor and stage labels. Until confirmed, generate a synthetic staged tissue with planted cell neighborhoods. Compare spatial versus coordinate-free cell-state assignment on identical counts and time labels; computationally jitter coordinates and report neighborhood/state recovery against model truth.","identity_condition":"verified-profiles","institution":"Broad Institute of MIT and Harvard","name":"Fei Chen","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Spatial tissue analysis is a close but conditional branch: a generic single-cell time course lacks coordinates, and the appropriate control changes spatial information while holding stage/count inputs fixed. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Spatial tissue analysis is a close but conditional branch: a generic single-cell time course lacks coordinates, and the appropriate control changes spatial information while holding stage/count inputs fixed. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Tomer Kalisky with Fei Chen: Spatial tissue analysis is a close but conditional branch: a generic single-cell time course lacks coordinates, and the appropriate control changes spatial information while holding stage/count inputs fixed.","score":8,"source_ids":["b-s14","b-s21","pxe-s-chen"],"url":"https://www.broadinstitute.org/bios/fei-chen"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a public longitudinal or staged tissue-repair single-cell dataset split by donor and time. Compare calibration error, risk-coverage and confident-error rate with a static cell-state classifier without trajectory information.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tomer Kalisky's single-cell expression profiling, stem-cell biology can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for longitudinal single-cell repair atlas. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s21","b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-uhler","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Define a synthetic repair-state transition model with a named intervention on one signalling variable and explicit confounders. Fit a transition predictor and a structural model to the same observational time courses; compare intervention-state predictions against held-out simulator truth. Report sensitivity to unmeasured confounding and stage misalignment.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal repair analysis needs a specified intervention and outcome; a time course alone does not supply intervention truth or establish causal transitions. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Causal repair analysis needs a specified intervention and outcome; a time course alone does not supply intervention truth or establish causal transitions. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Tomer Kalisky with Caroline Uhler: Causal repair analysis needs a specified intervention and outcome; a time course alone does not supply intervention truth or establish causal transitions.","score":8,"source_ids":["b-s21","c-s33","pxe-s-uhler"],"url":"https://jclinic.mit.edu/team-member/caroline-uhler/"},{"candidate_id":"ex-gladyshev","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Require donor age, repair stage, cell counts and donor identifiers before an ageing analysis. Initially generate a synthetic count table with separate age and repair-stage effects; compare age-adjusted and unadjusted predictors of a fixed repair-state label using held-out donors and age strata. Report recovery of the planted repair effect and age-confounding sensitivity.","identity_condition":"verified-profiles","institution":"Harvard Medical School and Brigham and Women's Hospital","name":"Vadim Gladyshev","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Ageing expertise can examine confounding of repair signatures only when age metadata are present; tissue stage is not a substitute for donor age. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Ageing expertise can examine confounding of repair signatures only when age metadata are present; tissue stage is not a substitute for donor age. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Tomer Kalisky with Vadim Gladyshev: Ageing expertise can examine confounding of repair signatures only when age metadata are present; tissue stage is not a substitute for donor age.","score":7,"source_ids":["a-s07","b-s21","pxe-s-gladyshev"],"url":"https://ogephd.hms.harvard.edu/people/vadim-gladyshev"},{"candidate_id":"ex-quake","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Generate known cell-state proportions across synthetic repair stages and apply declared capture biases, doublets and dropout. Hold the downstream state classifier fixed; compare estimated trajectories with ideal-capture and biased-capture inputs using trajectory error and rare-state recovery. No physical dilution or isolation is performed on archived data.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Stephen Quake","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Single-cell measurement expertise could diagnose sampling distortions in inferred repair trajectories; the first stage is computational and requires explicit capture assumptions. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Single-cell measurement expertise could diagnose sampling distortions in inferred repair trajectories; the first stage is computational and requires explicit capture assumptions. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Tomer Kalisky with Stephen Quake: Single-cell measurement expertise could diagnose sampling distortions in inferred repair trajectories; the first stage is computational and requires explicit capture assumptions.","score":7,"source_ids":["b-s21","pxe-s-quake"],"url":"https://profiles.stanford.edu/stephen-quake"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Reanalyse one open single-cell ageing dataset with cell-type stratification; test held-out state discrimination against composition-only baselines.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/13; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o04. No strictly higher-scoring candidate displaces this original. The test is computationally bounded; predictive associations do not establish an ageing mechanism. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's multi-omics network models and Kalisky's cell-state biology meet on whether ageing-associated failure signals survive cell-composition adjustment.","researcher_id":"r02","score":10,"source_ids":["a-s05","a-s06","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Hold out one public single-cell study and compare calibrated and uncalibrated state assignments on rare-cell recall and rejection rate.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/13; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. No clinical interpretation or mechanistic inference follows from classification accuracy alone. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky's single-cell state questions and Goldberger's statistical learning support uncertainty-aware cell-state classification.","researcher_id":"r23","score":10,"source_ids":["b-s21","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare cell-state assignments from matched public spatial and single-cell data, with coordinate-shuffle and expression-depth controls.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/13; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o04. An added candidate, r23 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The strongest shared biological question still depends on an appropriate matched dataset and a tissue-specific interpretation protocol. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon's spatial transcriptomics and Kalisky's single-cell state analysis can distinguish true tissue-state structure from dissociation or spatial measurement artifacts.","researcher_id":"r18","score":9,"source_ids":["b-s11","b-s12","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Run an exact and approximate kernel on a public labelled single-cell dataset and compare rare-state retention alongside latency and memory traffic.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/13; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r23 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The selected single-cell task must actually map to the accelerator; pathogen-kernel performance cannot be transferred automatically. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky can specify which cell-state distinctions must survive while Yavits changes the architecture executing a genomic classifier.","researcher_id":"r32","score":9,"source_ids":["b-s21","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Hold out one study in a public single-cell benchmark and compare calibrated state prediction with nearest-neighbour and cell-composition baselines.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established. Original initiative conditions remain: o02 r39: Conditional later role: test uncertainty and generalization only after a specific cross-domain fidelity question is preregistered.","ranking_note":"Rank 5/13; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02, o04. An added candidate, r23 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Biological direction is an announced research interest for Shavit; current laboratory operation and biological results are unverified. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky contributes single-cell state interpretation while Shavit's announced complex-data programme motivates uncertainty-aware transfer across biological datasets.","researcher_id":"r39","score":9,"source_ids":["b-s21","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Specify a small perturbation/control panel and analyse a relevant open single-cell reference for state markers and composition confounding.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/13; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The selected culture model needs biological qualification; predicted state shifts are not nerve repair. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi can define a regenerative-culture perturbation and Kalisky can distinguish altered cell states from simple shifts in cell abundance.","researcher_id":"r03","score":9,"source_ids":["a-s08","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Use a public cell-state dataset to preregister target-positive and target-negative groups for a later blinded uptake assay.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. RNA-defined states do not establish accessible protein targets or therapeutic response. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer can define nanoparticle targeting controls while Kalisky distinguishes cellular states that may explain heterogeneous uptake.","researcher_id":"r16","score":8,"source_ids":["b-s04","b-s05","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Quantize one public cell-state classifier and plot memory-access reduction against rare-cell recall and expression-derived state stability.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r23 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: This cross-field link depends on a chosen computational kernel and biological labels; no wet-lab or chip availability is assumed. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman can quantify energy and reduced-precision costs while Kalisky defines biological fidelity for a single-cell analysis pipeline.","researcher_id":"r01","score":7,"source_ids":["a-s01","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Inject bounded memory/readout errors into one open single-cell classifier and measure rare-state recall versus a fault-free reference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o02 r27: Alternative or later circuit lead: assess memory/circuit precision and energy tradeoffs if the chosen implementation needs this expertise; security is outside the initial test.","ranking_note":"Rank 9/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r23 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The connection is useful only after defining a hardware-sensitive kernel; neither source establishes a ready shared platform. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish can model low-energy biomedical memory hardware while Kalisky can define which cell-state errors invalidate a biological conclusion.","researcher_id":"r27","score":7,"source_ids":["b-s21","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare brain-region cell-composition features with functional-network descriptors in public aggregate atlases, using spatially matched nulls.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Cross-atlas association cannot connect a single-cell state directly to cognition. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez can specify a brain-function question while Kalisky's single-cell analysis can identify cellular composition confounds in molecular correlates.","researcher_id":"r09","score":7,"source_ids":["a-s28","a-s29","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On a public matched transcript/protein dataset or a prespecified future panel, compare marker association with a cell-composition baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Transcript abundance is not protein concentration; matched data must exist before assay claims. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky can define a cell-state marker question while Danielli tests whether a portable protein assay reflects the corresponding molecular state.","researcher_id":"r14","score":7,"source_ids":["a-s45","a-s46","a-s47","b-s21"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Adjudicate a small open single-cell paper set and compare source-aligned summaries on state-label accuracy and omitted experimental limitations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 12/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Domain review is essential; source alignment cannot establish the truth of a biological claim. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky can define biologically meaningful cell-state claims and Ernst can test whether summaries preserve their exact supporting evidence and caveats.","researcher_id":"r28","score":7,"source_ids":["b-s21","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Draft a workflow/skill map for one public single-cell analysis tutorial and test the rubric for missing handoff responsibilities.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 13/13; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. This is research-workflow and training fit, not biological expertise for Chalutz-Ben Gal or a confirmed team. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky's single-cell workflows provide a scientific task taxonomy for Chalutz-Ben Gal's person-skill fit and AI-adoption research.","researcher_id":"r07","score":6,"source_ids":["a-s22","a-s23","b-s21"]}],"patents":{"coverage":"partial","note":"Added Stanford Methods and systems for analysis of single cells family, corroborated by the researcher's own patent list. Baseline Single cell gene expression family retained without duplicate grants. Same-name fingerprint-device candidates US20180260603A1 and US20180253588A1 surfaced in an index search but were not attributed: no identity bridge and no individual inspection within this pass.","records":[{"assignee":"Leland Stanford Junior University","attribution_note":"Named inventor Tomer Kalisky; own institutional patent list corroborates application/title/co-inventor identity. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r21-US9850483B2"],"family_key":"google-family:45497156","identifier":"US9850483B2","original":false,"publication_date":"2017-12-26","source_ids":["pxb-s010","pxb-kalisky-list"],"title":"Methods and systems for analysis of single cells","url":"https://patents.google.com/patent/US9850483B2/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US20160312302A1","original":true,"publication_date":null,"source_ids":["b-s22"],"title":"Single cell gene expression for diagnosis, prognosis and identification of drug targets","url":"https://patents.google.com/patent/US20160312302A1/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Added Stanford Methods and systems for analysis of single cells family, corroborated by the researcher's own patent list. Baseline Single cell gene expression family retained without duplicate grants. Same-name fingerprint-device candidates US20180260603A1 and US20180253588A1 surfaced in an index search but were not attributed: no identity bridge and no individual inspection within this pass.","query":"\"Tomer Kalisky\" patent inventor","url":"https://www.google.com/search?q=%22Tomer%20Kalisky%22%20patent%20inventor"},{"access":"read","observation":"US9850483B2. Inventors: Michael F. Clarke; Stephen R. Quake; Piero D. Dalerba; Huiping Liu; Anne A. Leyrat; Tomer Kalisky; Maximilian Diehn; Michael Rothenberg; Jianbin Wang; Neethan Lobo. Recorded assignee metadata: Leland Stanford Junior University. Issue date: 2017-12-26. Family ID=45497156.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US9850483B2/en"},{"access":"read","observation":"Kalisky's own university page lists US20100255471 and US20130225435 with Clarke, Quake, Dalerba and other co-inventors. The latter title is Methods and systems for analysis of single cells.","query":"Researcher-controlled career/patent list inspection","url":"https://www.eng.biu.ac.il/kaliskt/publications/"}]},"researcher_id":"r21","review_status":"partial"},"r22":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-bronstein","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Benchmark one graph-generative model under symmetry-preserving perturbations and chemically or physically constrained invalidity checks.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Michael Bronstein","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The refreshed Oxford profile also lists an Aithyra scientific-director role; the original Oxford institution string is preserved.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"His geometric deep-learning and protein-design work could complement scientific structure domains and evaluation; no willingness is asserted.","score":10,"source_ids":["b-s24","b-s25","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a public scientific-generative-model benchmark with held-out structures and an explicitly separate textual-explanation subset. Compare calibration error, risk-coverage and confident-error rate with an unstructured model plus existing safety checks under identical data access.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ethan Fetaya's geometric deep learning, generative modeling can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for geometry-aware safety tests for scientific generative models. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s24","b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a public scientific-generative-model benchmark with held-out structures and an explicitly separate textual-explanation subset. Compare generalization error, calibration and the sample-size threshold with an unstructured model plus existing safety checks under identical data access.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ethan Fetaya's geometric deep learning, generative modeling can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for geometry-aware safety tests for scientific generative models. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s24","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a public scientific-generative-model benchmark with held-out structures and an explicitly separate textual-explanation subset. Compare estimation error, calibration and bits per valid decision with an unstructured model plus existing safety checks under identical data access.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ethan Fetaya's geometric deep learning, generative modeling can be paired with Gregory Wornell's documented signal processing, statistical inference for geometry-aware safety tests for scientific generative models. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s24","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-jurafsky","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Vary the framing and incentives of explanation prompts while keeping a generated structure fixed using a public scientific-generative-model benchmark with held-out structures and an explicitly separate textual-explanation subset. Compare explanation consistency and sycophancy; no molecule-validity claim with an unstructured model plus existing safety checks under identical data access.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Dan Jurafsky","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The official page lists sabbatical during 2026-2027; availability is not inferred. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ethan Fetaya's geometric deep learning, generative modeling can be paired with Dan Jurafsky's documented natural-language processing, language and society for geometry-aware safety tests for scientific generative models. The specific contribution is language-output robustness, conditional on scientific explanations; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s24","pxe-s-jurafsky"],"url":"https://web.stanford.edu/~jurafsky/"},{"candidate_id":"ex-lapata","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare extracted and generated evidence summaries accompanying fixed scientific-model predictions using a public scientific-generative-model benchmark with held-out structures and an explicitly separate textual-explanation subset. Compare unsupported claims and loss of contradictory evidence with an unstructured model plus existing safety checks under identical data access.","identity_condition":"verified-profiles","institution":"University of Edinburgh","name":"Mirella Lapata","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ethan Fetaya's geometric deep learning, generative modeling can be paired with Mirella Lapata's documented natural-language processing, long-context understanding for geometry-aware safety tests for scientific generative models. The specific contribution is source-grounded scientific explanations; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s24","b-s47","pxe-s-lapata"],"url":"https://www.research.ed.ac.uk/en/persons/mirella-lapata/"},{"candidate_id":"ex-manning","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Audit the textual-explanation subset using contradicted and paraphrased source passages using a public scientific-generative-model benchmark with held-out structures and an explicitly separate textual-explanation subset. Compare unsupported explanation rate without claiming physical-model validity with an unstructured model plus existing safety checks under identical data access.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Christopher Manning","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ethan Fetaya's geometric deep learning, generative modeling can be paired with Christopher Manning's documented natural-language inference, summarization for geometry-aware safety tests for scientific generative models. The specific contribution is entailment of generated scientific explanations, conditional on textual outputs; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s24","pxe-s-manning"],"url":"https://nlp.stanford.edu/~manning/"},{"candidate_id":"ex-uhler","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Define a small synthetic structure-property causal graph with one controllable structural variable, nuisance acquisition variables and known intervention outcomes. Compare a predictive model and graph-constrained causal model trained on identical observational samples, then test intervention-property error on held-out structures. Keep any textual explanation subset out of this numeric causal test.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal modelling can test a scientific model's response to a defined intervention; an unspecified benchmark and modality removal do not establish causal ground truth. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Causal modelling can test a scientific model's response to a defined intervention; an unspecified benchmark and modality removal do not establish causal ground truth. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Ethan Fetaya with Caroline Uhler: Causal modelling can test a scientific model's response to a defined intervention; an unspecified benchmark and modality removal do not establish causal ground truth.","score":8,"source_ids":["b-s24","c-s33","pxe-s-uhler"],"url":"https://jclinic.mit.edu/team-member/caroline-uhler/"},{"candidate_id":"ex-athey","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"In a synthetic design-selection experiment, define treatment as use of a safety filter and outcome as accepted valid structures per fixed proposal budget. Randomize filter assignment across simulated batches with planted validity labels. Compare stratified versus pooled treatment-effect estimates against known effects, keeping generator and candidate batches identical; no real safety benefit is inferred.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Susan Athey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal evaluation is an indirect method for assessing a scientific workflow once treatment and validity outcomes are specified, not a general claim about scientific prediction. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Causal evaluation is an indirect method for assessing a scientific workflow once treatment and validity outcomes are specified, not a general claim about scientific prediction. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Ethan Fetaya with Susan Athey: Causal evaluation is an indirect method for assessing a scientific workflow once treatment and validity outcomes are specified, not a general claim about scientific prediction.","score":6,"source_ids":["b-s24","pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Represent scientific-model requests as jobs with explicit arrival times, graph sizes, estimated compute demands and a fixed worker pool. Compare two-choice load balancing with uniform routing under the same seeded job stream; measure tail completion time and dropped requests while holding model outputs and validation policy fixed.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Randomized scheduling addresses benchmark execution infrastructure; it does not change or validate the scientific model's predictions. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Randomized scheduling addresses benchmark execution infrastructure; it does not change or validate the scientific model's predictions. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Ethan Fetaya with Michael Mitzenmacher: Randomized scheduling addresses benchmark execution infrastructure; it does not change or validate the scientific model's predictions.","score":6,"source_ids":["b-s24","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Apply a fixed corruption suite to one public image benchmark and compare calibration, abstention and retained accuracy against an uncalibrated baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/15; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o01. No strictly higher-scoring candidate displaces this original. Direct methodological overlap and a bounded benchmark justify a high test-fit score, without claiming robustness in deployment. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fetaya's adversarial and Bayesian learning and Goldberger's domain-shift and uncertainty work meet on detecting confidently wrong predictions.","researcher_id":"r23","score":10,"source_ids":["b-s24","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Corrupt one supporting passage in an open multi-document corpus and compare unsupported propositions and retained counterevidence against an unaligned summarizer.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/15; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o01. No strictly higher-scoring candidate displaces this original. A public-text benchmark is straightforward; robustness beyond the selected corruption family remains untested. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ernst's proposition-to-source alignment supplies auditable units for Fetaya's adversarial evaluation; the shared question is whether a summarizer preserves support under misleading input.","researcher_id":"r28","score":10,"source_ids":["b-s24","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two robust aggregation methods under identical poisoning and congestion settings on accuracy, bandwidth and recovery.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/15; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The attack budget and data heterogeneity must be frozen before comparing robustness. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fetaya's adversarial/federated learning and Leshem's robust distributed learning directly meet on poisoned updates over constrained networks.","researcher_id":"r34","score":10,"source_ids":["b-s24","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Perturb a public biological network while preserving degree and compare a constrained model with an unconstrained generator on held-out failure prediction.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Biological plausibility checks must come from Levy's domain model rather than graph validity alone. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's biological generative-network models give Fetaya a concrete test of geometric constraints and adversarial robustness.","researcher_id":"r02","score":9,"source_ids":["a-s05","a-s06","b-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Perturb a public neural benchmark with held-out-subject and channel-dropout tests; compare robust learning with regularized linear decoding.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Improved prediction does not validate a brain mechanism or a clinical BCI. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's neural decoding tasks give Fetaya a setting to test robust learning under subject and sensor shifts.","researcher_id":"r09","score":9,"source_ids":["a-s28","a-s29","b-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a geometric model with a non-spatial baseline under coordinate jitter and expression dropout in a public spatial dataset.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Biological validity is not guaranteed by geometric invariance. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon can define spatial/genomic measurement invariants and Fetaya can test whether geometric learning respects them under perturbation.","researcher_id":"r18","score":9,"source_ids":["b-s11","b-s12","b-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Inject covariate shifts into a synthetic demand model and compare predictive accuracy and realized allocation cost with a robust non-learning baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Better prediction may worsen decisions; downstream cost must be measured explicitly. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fetaya can stress-test learned predictions while Singer measures their downstream cost in prescriptive allocation.","researcher_id":"r24","score":9,"source_ids":["b-s24","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare forecast-assisted and forecast-free allocation under adversarial prediction errors on regret and constraint violations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A robust predictor is useful only if its downstream online decisions improve. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fetaya's robust learning could provide uncertain predictions for Ilan Cohen's online resource-constrained decisions.","researcher_id":"r37","score":9,"source_ids":["b-s24","c-s23","c-s24"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Benchmark a public multimodal model under held-out domains and missing modalities; compare calibration and robust accuracy.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 9/15; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The two ML roles overlap; a distinct division between perturbation design and representation/calibration is needed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fetaya's robust geometric learning and Shavit's uncertainty/generalization direction meet directly on reliable complex-data representations.","researcher_id":"r39","score":9,"source_ids":["b-s24","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare a small robust convex surrogate with empirical adversarial training on loss and constraint satisfaction.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 10/15; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Optimization expertise is documented; equivalence to a non-convex neural robustness problem is not assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's continuous robust optimization could provide a tractable reference for Fetaya's adversarial learning tests.","researcher_id":"r25","score":8,"source_ids":["b-s24","b-s34","b-s35","b-s36"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Test a small generative model on public structures and compare invalidity under symmetry-preserving perturbations with an unconstrained baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/15; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Valid structures and low prediction error do not establish new stable materials. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldzak Mizrahi can define symmetry and physics constraints for Fetaya's geometric or generative learning on material structures.","researcher_id":"r41","score":8,"source_ids":["b-s24","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Build matched task vignettes with robust and deliberately brittle model outputs; pretest whether the rubric distinguishes justified refusal from blind acceptance.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r07: Conditional later role: design a separately approved researcher-use study of noticing and correcting unsupported recommendations.","ranking_note":"Rank 12/15; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. An added candidate, r34 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Organizational study design and approval precede recruitment; model robustness and worker adoption are different outcomes. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal can operationalize organizational responses to AI errors while Fetaya supplies controlled adversarial failure cases for an adoption study.","researcher_id":"r07","score":7,"source_ids":["a-s22","a-s23","b-s24"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: For a toy update-norm constraint, compare a proof-based audit with plaintext checking on proof overhead and accepted malicious updates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r38: Conditional later role: only after a protected-input threat model exists, specify a computation or access-policy statement that can be proven without revealing inputs.","ranking_note":"Rank 13/15; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. An added candidate, r34 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Norm compliance is not benign model behaviour; a security model is needed before claiming protection. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fetaya can define a federated-learning update constraint and Mor Weiss can formalize how to prove compliance without revealing client examples.","researcher_id":"r38","score":7,"source_ids":["b-s24","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Optimize a low-dimensional cavity simulator with a Bayesian method and random search; compare target error and failed settings under parameter shifts.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 14/15; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The ML method is transferable, but lab-safe control and physical validation remain separate. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fridman can define a temporal-cavity control objective while Fetaya supplies uncertainty-aware or robust model-based search.","researcher_id":"r11","score":7,"source_ids":["a-s34","b-s24"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, draft a sandboxed challenge with fixed benign corruptions and a scoring rubric; test the instructions on sample outputs.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 15/15; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. The technical evaluation belongs to Fetaya; coordination experience does not establish AI-safety research expertise. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate prototype submissions for a robustness challenge whose adversarial tasks are designed by Fetaya.","researcher_id":"r05","score":4,"source_ids":["a-s16","a-s17","b-s24"]}],"patents":{"coverage":"partial","note":"Two family representatives found: GM computer vision and joint GM/Bar-Ilan speaker separation. The historical academic homepage independently matches GM co-inventors Dan Levi/Noa Garnett and the obstacle-detection subject. Current BIU lab page was inaccessible on this attempt; attribution is not based on that failure.","records":[{"assignee":"Bar Ilan University; GM Global Technology Operations LLC","attribution_note":"Named inventor Ethan Fetaya; exact name and technical/co-inventor continuity, including the historical StixelNet author list for the GM record. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r22-US20250087217A1"],"family_key":"google-family:93746631","identifier":"US20250087217A1","original":false,"publication_date":"2025-03-13","source_ids":["pxb-s015","pxb-fetaya-bio"],"title":"Low-latency speaker separation","url":"https://patents.google.com/patent/US20250087217A1/en","verification":"publication-inspected"},{"assignee":"GM Global Technology Operations LLC","attribution_note":"Named inventor Ethan Fetaya; exact name and technical/co-inventor continuity, including the historical StixelNet author list for the GM record. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r22-US10474908B2"],"family_key":"google-family:64666482","identifier":"US10474908B2","original":false,"publication_date":"2019-11-12","source_ids":["pxb-s014","pxb-fetaya-bio"],"title":"Unified deep convolutional neural net for free-space estimation, object detection and object pose estimation","url":"https://patents.google.com/patent/US10474908B2/en","verification":"publication-inspected"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Two family representatives found: GM computer vision and joint GM/Bar-Ilan speaker separation. The historical academic homepage independently matches GM co-inventors Dan Levi/Noa Garnett and the obstacle-detection subject. Current BIU lab page was inaccessible on this attempt; attribution is not based on that failure.","query":"\"Ethan Fetaya\" patent inventor","url":"https://www.google.com/search?q=%22Ethan%20Fetaya%22%20patent%20inventor"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Two family representatives found: GM computer vision and joint GM/Bar-Ilan speaker separation. The historical academic homepage independently matches GM co-inventors Dan Levi/Noa Garnett and the obstacle-detection subject. Current BIU lab page was inaccessible on this attempt; attribution is not based on that failure.","query":"\"Ethan Fetaya\" site:patents.google.com/patent","url":"https://www.google.com/search?q=%22Ethan%20Fetaya%22%20site%3Apatents.google.com%2Fpatent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Two family representatives found: GM computer vision and joint GM/Bar-Ilan speaker separation. The historical academic homepage independently matches GM co-inventors Dan Levi/Noa Garnett and the obstacle-detection subject. Current BIU lab page was inaccessible on this attempt; attribution is not based on that failure.","query":"\"Ethan Fetaya\" \"patents\"","url":"https://www.google.com/search?q=%22Ethan%20Fetaya%22%20%22patents%22"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Two family representatives found: GM computer vision and joint GM/Bar-Ilan speaker separation. The historical academic homepage independently matches GM co-inventors Dan Levi/Noa Garnett and the obstacle-detection subject. Current BIU lab page was inaccessible on this attempt; attribution is not based on that failure.","query":"\"Ethan Fetaya\" \"GM\" patent","url":"https://www.google.com/search?q=%22Ethan%20Fetaya%22%20%22GM%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Two family representatives found: GM computer vision and joint GM/Bar-Ilan speaker separation. The historical academic homepage independently matches GM co-inventors Dan Levi/Noa Garnett and the obstacle-detection subject. Current BIU lab page was inaccessible on this attempt; attribution is not based on that failure.","query":"\"Ethan Fetaya\" \"Dan Levi\" \"Noa Garnett\"","url":"https://www.google.com/search?q=%22Ethan%20Fetaya%22%20%22Dan%20Levi%22%20%22Noa%20Garnett%22"},{"access":"read","observation":"US10474908B2. Inventors: Dan Levi; Noa Garnett; Ethan Fetaya; Shaul Oron. Recorded assignee metadata: GM Global Technology Operations LLC. Issue date: 2019-11-12. Family ID=64666482.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10474908B2/en"},{"access":"read","observation":"US20250087217A1. Inventors: Boris Rubenchik; Elior Hadad; Eli Tzirkel-Hancock; Sharon GANNOT; Ethan Fetaya. Recorded assignee metadata: Bar Ilan University; GM Global Technology Operations LLC. Publication date was not captured in the structured metadata; left null. Family ID=93746631.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20250087217A1/en"},{"access":"read","observation":"The researcher-authored homepage lists StixelNet: A Deep Convolutional Network for Obstacle Detection and Road Segmentation with Dan Levi, Noa Garnett and Ethan Fetaya (BMVC 2015). This matches the GM patent's technical area and two co-inventors.","query":"Researcher-controlled career/patent list inspection","url":"https://www.cs.utoronto.ca/~ethanf/"},{"access":"deferred","observation":"Internal Error; historical Toronto page used for co-inventor identity bridge.","query":"Career, inventor portfolio or candidate inspection","url":"https://sites.biu.ac.il/en/ethan-fetaya-lab"},{"access":"read","observation":"Index supplied GM and joint GM/Bar-Ilan candidate publications; every addition separately inspected.","query":"Career, inventor portfolio or candidate inspection","url":"https://patents.justia.com/inventor/ethan-fetaya"}]},"researcher_id":"r22","review_status":"partial"},"r23":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Replay a held-out domain-shift benchmark and test whether the triage rule captures failures at a fixed review budget.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"His Bayesian deep-learning, uncertainty, and AI-safety work could complement calibrated decision rules; no willingness is asserted.","score":10,"source_ids":["b-s26","b-s27","b-s29","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a de-identified public multimodal evidence-triage dataset split by institution or acquisition condition. Compare estimation error, calibration and bits per valid decision with uncalibrated single-model triage with the same evidence inputs.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Jacob Goldberger's deep learning, medical image analysis can be paired with Gregory Wornell's documented signal processing, statistical inference for calibrated evidence triage for clinical and research ai. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s26","b-s27","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-bronstein","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a geometry/graph-aware model with a parameter-matched unstructured baseline under structural perturbations using a de-identified public multimodal evidence-triage dataset split by institution or acquisition condition. Compare held-out error, symmetry consistency and robustness to altered graph topology with uncalibrated single-model triage with the same evidence inputs.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Michael Bronstein","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The refreshed Oxford profile also lists an Aithyra scientific-director role; the original Oxford institution string is preserved.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Jacob Goldberger's deep learning, medical image analysis can be paired with Michael Bronstein's documented geometric deep learning, graph neural networks for calibrated evidence triage for clinical and research ai. The specific contribution is geometric structure and graph representations; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s25","b-s26","b-s27","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"candidate_id":"ex-jurafsky","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Perturb wording, social framing and answer incentives while keeping underlying evidence fixed using a de-identified public multimodal evidence-triage dataset split by institution or acquisition condition. Compare semantic consistency, sycophancy and subgroup differences with uncalibrated single-model triage with the same evidence inputs.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Dan Jurafsky","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The official page lists sabbatical during 2026-2027; availability is not inferred.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Jacob Goldberger's deep learning, medical image analysis can be paired with Dan Jurafsky's documented natural-language processing, language and society for calibrated evidence triage for clinical and research ai. The specific contribution is language behaviour and semantic alignment; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s26","b-s27","pxe-s-jurafsky"],"url":"https://web.stanford.edu/~jurafsky/"},{"candidate_id":"ex-lapata","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare extractive and generative synthesis on a fixed multi-document set with sentence-to-source labels using a de-identified public multimodal evidence-triage dataset split by institution or acquisition condition. Compare supported-claim recall, contradiction handling and unsupported statements with uncalibrated single-model triage with the same evidence inputs.","identity_condition":"verified-profiles","institution":"University of Edinburgh","name":"Mirella Lapata","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Jacob Goldberger's deep learning, medical image analysis can be paired with Mirella Lapata's documented natural-language processing, long-context understanding for calibrated evidence triage for clinical and research ai. The specific contribution is long-context evidence synthesis; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s26","b-s27","b-s47","pxe-s-lapata"],"url":"https://www.research.ed.ac.uk/en/persons/mirella-lapata/"},{"candidate_id":"ex-manning","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare retrieved evidence with generated assertions on an annotated set of paraphrases and contradictions using a de-identified public multimodal evidence-triage dataset split by institution or acquisition condition. Compare entailment precision, retrieval recall and unsupported-claim rate with uncalibrated single-model triage with the same evidence inputs.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Christopher Manning","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Jacob Goldberger's deep learning, medical image analysis can be paired with Christopher Manning's documented natural-language inference, summarization for calibrated evidence triage for clinical and research ai. The specific contribution is natural-language entailment and retrieval; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s26","b-s27","pxe-s-manning"],"url":"https://nlp.stanford.edu/~manning/"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a de-identified public multimodal evidence-triage dataset split by institution or acquisition condition. Compare generalization error, calibration and the sample-size threshold with uncalibrated single-model triage with the same evidence inputs.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Jacob Goldberger's deep learning, medical image analysis can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for calibrated evidence triage for clinical and research ai. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s26","b-s27","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-uhler","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Build a synthetic triage causal model with true case state, acquisition site, noisy modalities and an explicit intervention on sensor quality. Fit associational and causal-model predictors on the same observational records; compare predicted changes in triage error with simulator truth under held-out quality interventions. Treat feature deletion only as a sensitivity analysis, not proof of causation.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal methods can examine acquisition-induced triage error under a declared intervention model; de-identified observational records alone do not establish intervention effects. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Causal methods can examine acquisition-induced triage error under a declared intervention model; de-identified observational records alone do not establish intervention effects. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Jacob Goldberger with Caroline Uhler: Causal methods can examine acquisition-induced triage error under a declared intervention model; de-identified observational records alone do not establish intervention effects.","score":7,"source_ids":["b-s26","b-s27","c-s33","pxe-s-uhler"],"url":"https://jclinic.mit.edu/team-member/caroline-uhler/"},{"candidate_id":"ex-athey","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Define treatment as showing a calibrated uncertainty flag and outcome as correct routing minus a fixed review-cost penalty. Generate synthetic cases and reviewer responses with a stipulated effect, randomize flag visibility, and compare pooled and stratified effect estimates against planted effects. Real human response and deployment effects require a later approved study.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Susan Athey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal workflow evaluation is possible once an interface treatment and common decision outcome are specified; synthetic reviewer behavior cannot establish real clinical or institutional benefit. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Causal workflow evaluation is possible once an interface treatment and common decision outcome are specified; synthetic reviewer behavior cannot establish real clinical or institutional benefit. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Jacob Goldberger with Susan Athey: Causal workflow evaluation is possible once an interface treatment and common decision outcome are specified; synthetic reviewer behavior cannot establish real clinical or institutional benefit.","score":6,"source_ids":["b-s26","b-s27","pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Convert synthetic triage cases into arrivals with explicit urgency, service time and a fixed reviewer capacity. Compare randomized load balancing with FIFO routing under identical case labels and review accuracy; report queue delay, deadline misses and cost-weighted incorrect or late decisions. Keep the triage predictor unchanged.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Scheduling contributes to triage service performance through a defined queue model; latency gains are separate from improving the evidence classifier. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Scheduling contributes to triage service performance through a defined queue model; latency gains are separate from improving the evidence classifier. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Jacob Goldberger with Michael Mitzenmacher: Scheduling contributes to triage service performance through a defined queue model; latency gains are separate from improving the evidence classifier.","score":6,"source_ids":["b-s26","b-s27","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Evaluate one public neural decoding task with held-out subjects; compare calibrated abstention and accuracy with a linear signal-analysis baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r23: Conditional later role: evaluate uncertainty after a reference dataset and transparent signal-analysis baseline exist.","ranking_note":"Rank 1/15; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o05. No strictly higher-scoring candidate displaces this original. Strong data-method fit and public benchmark feasibility; decoding does not establish causal brain function. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's electrophysiology and brain-network analyses provide neural targets for Goldberger's statistical learning and uncertainty methods.","researcher_id":"r09","score":10,"source_ids":["a-s28","a-s29","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Apply a fixed corruption suite to one public image benchmark and compare calibration, abstention and retained accuracy against an uncalibrated baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/15; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o01. No strictly higher-scoring candidate displaces this original. Direct methodological overlap and a bounded benchmark justify a high test-fit score, without claiming robustness in deployment. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fetaya's adversarial and Bayesian learning and Goldberger's domain-shift and uncertainty work meet on detecting confidently wrong predictions.","researcher_id":"r22","score":10,"source_ids":["b-s24","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Apply controlled image degradation to an open spatial-transcriptomics image set and compare segmentation quality flags with a simple image-quality baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/15; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Molecular localization ground truth and platform-specific image artifacts need explicit definitions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon's spatial sequencing images and Goldberger's medical-image uncertainty methods meet on detecting unreliable molecular image analysis.","researcher_id":"r18","score":10,"source_ids":["b-s11","b-s12","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Hold out one public single-cell study and compare calibrated and uncalibrated state assignments on rare-cell recall and rejection rate.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/15; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. No clinical interpretation or mechanistic inference follows from classification accuracy alone. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky's single-cell state questions and Goldberger's statistical learning support uncertainty-aware cell-state classification.","researcher_id":"r21","score":10,"source_ids":["b-s21","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Perturb a public or simulated optical perfusion dataset with motion and photon-count variation; compare error flagging at a fixed false-alarm rate.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r13: Conditional role: assess readout feasibility only if a defined optical/acoustic observable maps to the target functional signal in the chosen culture model. o05 r23: Conditional later role: evaluate uncertainty after a reference dataset and transparent signal-analysis baseline exist.","ranking_note":"Rank 5/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r18 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A physiologically meaningful reference is needed before interpreting calibrated signal estimates as clinical performance. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana's diffuse optical measurements have signal-quality and domain-shift questions suited to Goldberger's uncertainty and image-analysis methods.","researcher_id":"r13","score":9,"source_ids":["a-s41","a-s42","b-s26","b-s27"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: On an adjudicated open corpus, compare uncertainty-based review with random review at the same budget; measure unsupported statements missed.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/15; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o01. An added candidate, r18 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Strong NLP overlap, with partially overlapping modelling roles rather than a new measurement modality. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ernst supplies proposition clusters and Goldberger supplies statistical language modelling and uncertainty estimation to decide which summary statements need review.","researcher_id":"r28","score":9,"source_ids":["b-s26","b-s27","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Hold out one open biological cohort and compare calibrated predictions with a simple feature baseline on error and abstention.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Cohort associations and predictive uncertainty are not evidence of ageing interventions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy can define single-cell and microbiome prediction targets while Goldberger evaluates calibration under dataset shift.","researcher_id":"r02","score":9,"source_ids":["a-s05","a-s06","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: On a public classification benchmark with synthetic service costs, compare uncertainty-based and cost-based triage on missed errors and total cost.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Synthetic cost weights are not clinical or institutional policy values. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger's uncertainty estimates can inform Singer's cost-sensitive allocation of scarce review or service capacity.","researcher_id":"r24","score":9,"source_ids":["b-s26","b-s27","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare plug-in demand forecasts with interval-aware queue policies on simulated waiting-time tails and capacity violations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The forecasting model and queue assumptions must be calibrated separately. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger's statistical uncertainty can propagate uncertain demand predictions into Izack Cohen's queueing decisions.","researcher_id":"r29","score":9,"source_ids":["b-s26","b-s27","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare fixed-threshold and budget-aware review on a public classification set with synthetic review costs; report missed errors and resource use.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/15; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The cost model and fairness constraints are hypothetical and need stakeholder definition. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger can calibrate prediction uncertainty while Ilan Cohen chooses which classifications receive scarce resources.","researcher_id":"r37","score":9,"source_ids":["b-s26","b-s27","c-s23","c-s24"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two uncertainty approaches on a public image-plus-metadata task under domain shift, keeping training data and model size fixed.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 11/15; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Strong topical overlap comes with redundant methodological capacity, so complementarity is not maximal. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger's multimodal uncertainty methods and Shavit's representation/generalization work share a direct calibration problem across domains.","researcher_id":"r39","score":9,"source_ids":["b-s26","b-s27","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: On an existing approved or openly licensed culture-image set, compare a transparent morphology baseline with a calibrated model under illumination shifts.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o05 r23: Conditional later role: evaluate uncertainty after a reference dataset and transparent signal-analysis baseline exist.","ranking_note":"Rank 12/15; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o05. An added candidate, r18 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A reference dataset and image-level ground truth are prerequisites; do not equate predicted morphology with neuronal function. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi supplies interpretable culture structure and perturbation labels while Goldberger can test uncertainty in image-derived growth measurements.","researcher_id":"r03","score":7,"source_ids":["a-s08","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Design an approved-study protocol using synthetic advice with calibrated versus misleading confidence; pilot a rubric for error detection and inappropriate deference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r07: Conditional later role: design a separately approved researcher-use study of noticing and correcting unsupported recommendations.","ranking_note":"Rank 13/15; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. An added candidate, r18 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The shared problem is decision use, not a demonstrated joint research programme; participant access is unconfirmed. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger's uncertainty estimates can provide controlled confidence displays for Chalutz-Ben Gal's research on how AI changes professional decisions.","researcher_id":"r07","score":7,"source_ids":["a-s22","a-s23","b-s26","b-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":true,"first_test":"Proposed first test: Encode a small threshold-based triage rule over synthetic uncertainty values and measure proof/verifier cost relative to direct evaluation.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r38: Conditional later role: only after a protected-input threat model exists, specify a computation or access-policy statement that can be proven without revealing inputs.","ranking_note":"Rank 14/15; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. An added candidate, r18 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Cryptographic correctness cannot certify calibration or diagnostic validity, so the original connection remains exploratory. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger can define an uncertainty-based triage calculation and Mor Weiss can examine private verification of that calculation, leaving empirical calibration to a separate evaluation.","researcher_id":"r38","score":6,"source_ids":["b-s26","b-s27","c-s27"]},{"components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, prepare synthetic prediction examples and test whether a common submission form captures errors and confidence consistently.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 15/15; fit 5/10 (1 topic overlap + 2 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Goldberger owns the scientific evaluation; no machine-learning specialization is inferred for Simonovsky. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky's event-coordination experience could support a prototype clinic with uncertainty-evaluation tasks designed by Goldberger.","researcher_id":"r05","score":5,"source_ids":["a-s16","a-s17","b-s26","b-s27"]}],"patents":{"coverage":"partial","note":"Ten additional family representatives span ART, CogniTens, CUTe, Varonis, and academic/medical assignees. CV corroborates older employers and six patent numbers; CUTe applications are supported by matching employment period and technical area. Existing mammogram patent retained. Similar titles were not merged unless an inspected family ID matched.","records":[{"assignee":"Ramot at Tel Aviv University Ltd; Bar Ilan University","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US20220231785A1"],"family_key":"google-family:82406693","identifier":"US20220231785A1","original":false,"publication_date":"2022-07-21","source_ids":["pxb-s018","pxb-gold-cv"],"title":"Permutation selection for decoding of error correction codes","url":"https://patents.google.com/patent/US20220231785A1/en","verification":"publication-inspected"},{"assignee":"Ramot at Tel Aviv University Ltd; Bar Ilan University; Tel HaShomer Medical Research Infrastructure and Services Ltd","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US9122955B2"],"family_key":"google-family:45352602","identifier":"US9122955B2","original":false,"publication_date":"2015-09-01","source_ids":["pxb-s019","pxb-gold-cv"],"title":"Method and system of classifying medical images","url":"https://patents.google.com/patent/US9122955B2/en","verification":"publication-inspected"},{"assignee":"Varonis Inc","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US7606801B2"],"family_key":"google-family:37495353","identifier":"US7606801B2","original":false,"publication_date":"2009-10-20","source_ids":["pxb-s020","pxb-gold-cv"],"title":"Automatic management of storage access control","url":"https://patents.google.com/patent/US7606801B2/en","verification":"publication-inspected"},{"assignee":"CUTe Ltd","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US20020157058A1"],"family_key":"google-family:25135673","identifier":"US20020157058A1","original":false,"publication_date":"2002-10-24","source_ids":["pxb-s025","pxb-gold-cv"],"title":"System and method for feedback-based unequal error protection coding","url":"https://patents.google.com/patent/US20020157058A1/en","verification":"publication-inspected"},{"assignee":"CUTe Ltd","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US20020146074A1"],"family_key":"google-family:25134710","identifier":"US20020146074A1","original":false,"publication_date":"2002-10-10","source_ids":["pxb-s026","pxb-gold-cv"],"title":"Unequal error protection of variable-length data packets based on recursive systematic convolutional coding","url":"https://patents.google.com/patent/US20020146074A1/en","verification":"publication-inspected"},{"assignee":"CUTe Ltd","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US20020144209A1"],"family_key":"google-family:25134713","identifier":"US20020144209A1","original":false,"publication_date":"2002-10-03","source_ids":["pxb-s027","pxb-gold-cv"],"title":"System for enhanced error correction in trellis decoding","url":"https://patents.google.com/patent/US20020144209A1/en","verification":"publication-inspected"},{"assignee":"Cognitens Ltd","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US6201541B1"],"family_key":"google-family:25534702","identifier":"US6201541B1","original":false,"publication_date":"2001-03-13","source_ids":["pxb-s022","pxb-gold-cv"],"title":"System and method for “Stitching” a plurality of reconstructions of three-dimensional surface features of object(s) in a scene defined relative to respective coordinate systems to relate them to a common coordinate system","url":"https://patents.google.com/patent/US6201541B1/en","verification":"publication-inspected"},{"assignee":"ART Advanced Recognition Technologies Inc","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US6195638B1"],"family_key":"google-family:26323017","identifier":"US6195638B1","original":false,"publication_date":"2001-02-27","source_ids":["pxb-s021","pxb-gold-cv"],"title":"Pattern recognition system","url":"https://patents.google.com/patent/US6195638B1/en","verification":"publication-inspected"},{"assignee":"ART Advanced Recognition Technologies Inc","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US6023529A"],"family_key":"google-family:11066571","identifier":"US6023529A","original":false,"publication_date":"2000-02-08","source_ids":["pxb-s023","pxb-gold-cv"],"title":"Handwritten pattern recognizer with selective feature weighting","url":"https://patents.google.com/patent/US6023529A/en","verification":"publication-inspected"},{"assignee":"ART Advanced Recognition Technologies Inc","attribution_note":"Named inventor Jacob Goldberger; identity corroborated by the CV's patent entries or CUTe employment and matching co-inventors/technical area. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r23-US5809465A"],"family_key":"google-family:11067302","identifier":"US5809465A","original":false,"publication_date":"1998-09-15","source_ids":["pxb-s024","pxb-gold-cv"],"title":"Pattern recognition system","url":"https://patents.google.com/patent/US5809465A/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US10789462B2","original":true,"publication_date":null,"source_ids":["b-s28"],"title":"Weakly and fully labeled mammogram classification and localization with a dual branch deep neural network","url":"https://patents.google.com/patent/US10789462B2/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Ten additional family representatives span ART, CogniTens, CUTe, Varonis, and academic/medical assignees. CV corroborates older employers and six patent numbers; CUTe applications are supported by matching employment period and technical area. Existing mammogram patent retained. Similar titles were not merged unless an inspected family ID matched.","query":"\"Jacob Goldberger\" patent inventor","url":"https://www.google.com/search?q=%22Jacob%20Goldberger%22%20patent%20inventor"},{"access":"read","observation":"US20220231785A1. Inventors: Yair Beery; Nir Raviv; Tomer Raviv; Jacob Goldberger; Avi CACIULARU. Recorded assignee metadata: Ramot at Tel Aviv University Ltd; Bar Ilan University. Publication date was not captured in the structured metadata; left null. Family ID=82406693.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20220231785A1/en"},{"access":"read","observation":"US9122955B2. Inventors: Hayit Greenspan; Jacob Goldberger; Uri AVNI; Eli KONEN; Michal Sharon. Recorded assignee metadata: Ramot at Tel Aviv University Ltd; Bar Ilan University; Tel HaShomer Medical Research Infrastructure and Services Ltd. Issue date: 2015-09-01. Family ID=45352602.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US9122955B2/en"},{"access":"read","observation":"US7606801B2. Inventors: Yakov Faitelson; Jacob Goldberger; Ohad Korkus. Recorded assignee metadata: Varonis Inc. Issue date: 2009-10-20. Family ID=37495353.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US7606801B2/en"},{"access":"read","observation":"US6195638B1. Inventors: Gabriel Ilan; Jacob Goldberger. Recorded assignee metadata: ART Advanced Recognition Technologies Inc. Issue date: 2001-02-27. Family ID=26323017.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US6195638B1/en"},{"access":"read","observation":"US6201541B1. Inventors: Tamir Shalom; Ilan Zelnik; Jacob Goldberger. Recorded assignee metadata: Cognitens Ltd. Issue date: 2001-03-13. Family ID=25534702.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US6201541B1/en"},{"access":"read","observation":"US6023529A. Inventors: Gabriel Ilan; Jacob Goldberger. Recorded assignee metadata: ART Advanced Recognition Technologies Inc. Issue date: 2000-02-08. Family ID=11066571.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US6023529A/en"},{"access":"read","observation":"US5809465A. Inventors: Gabriel Ilan; Jacob Goldberger. Recorded assignee metadata: ART Advanced Recognition Technologies Inc. Issue date: 1998-09-15. Family ID=11067302.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US5809465A/en"},{"access":"read","observation":"US20020157058A1. Inventors: Meir Ariel; Jacob Goldberger; Ofer Amrani. Recorded assignee metadata: CUTe Ltd. Publication date was not captured in the structured metadata; left null. Family ID=25135673.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20020157058A1/en"},{"access":"read","observation":"US20020146074A1. Inventors: Meir Ariel; Jacob Goldberger; Ofer Amrani. Recorded assignee metadata: CUTe Ltd. Publication date was not captured in the structured metadata; left null. Family ID=25134710.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20020146074A1/en"},{"access":"read","observation":"US20020144209A1. Inventors: Meir Ariel; Jacob Goldberger; Michael Margaliot; Ofer Amrani. Recorded assignee metadata: CUTe Ltd. Publication date was not captured in the structured metadata; left null. Family ID=25134713.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20020144209A1/en"},{"access":"read","observation":"The CV names Goldberger's CUTe, CogniTens and ART employment and separately lists patents 9122955, 7606801, 6195638, 6201541, 6023529 and 5809465. The CV's 2005 date for 7606801 is not its grant date; the patent record shows 2009-10-20.","query":"Researcher-controlled career/patent list inspection","url":"https://www.eng.biu.ac.il/goldbej/files/2025/09/Jacob_CV.pdf"},{"access":"deferred","observation":"Direct HTTP 403. Index snippets discovery only; individual patent pages and CV inspected instead.","query":"Career, inventor portfolio or candidate inspection","url":"https://patents.justia.com/inventor/jacob-goldberger"}]},"researcher_id":"r23","review_status":"partial"},"r24":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-powell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Build a discrete-event model for one bounded service line and compare three policies on delay, overtime, and unmet demand.","identity_condition":"verified-profiles","institution":"Princeton University","name":"Warren Buckler Powell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"His sequential-decision and optimization-under-uncertainty framework could complement policy design and simulation discipline; no willingness is asserted.","score":10,"source_ids":["b-s30","b-s31","b-s32","pxe-s-powell"],"url":"https://dof.princeton.edu/people/warren-buckler-powell"},{"candidate_id":"ex-bertsimas","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare a constrained optimization policy with a fixed rule using the same forecasts and capacity limits using a synthetic laboratory/hospital event-log simulator with demand spikes and capacity limits. Compare objective value, feasibility and sensitivity to misspecified inputs with the fixed scheduling and resource-allocation rule.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Dimitris Bertsimas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Gonen Singer's stochastic optimal control, prescriptive analytics can be paired with Dimitris Bertsimas's documented optimization, machine learning for resilient laboratory and hospital operations digital twin. The specific contribution is optimization-based prescriptive decisions; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s30","b-s31","b-s37","pxe-s-bertsimas"],"url":"https://mitsloan.mit.edu/faculty/directory/dimitris-bertsimas"},{"candidate_id":"ex-aalst","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Reconstruct an event-log process and compare observed paths with the proposed process model using a synthetic laboratory/hospital event-log simulator with demand spikes and capacity limits. Compare conformance violations, bottleneck localization and replay error with the fixed scheduling and resource-allocation rule.","identity_condition":"verified-profiles","institution":"RWTH Aachen University","name":"Wil van der Aalst","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Gonen Singer's stochastic optimal control, prescriptive analytics can be paired with Wil van der Aalst's documented process mining, workflow conformance for resilient laboratory and hospital operations digital twin. The specific contribution is workflow discovery and conformance; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s30","b-s31","c-s03","pxe-s-aalst"],"url":"https://www.vdaalst.rwth-aachen.de/"},{"candidate_id":"ex-athey","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Predefine a randomized or valid quasi-experimental comparison of the rule against current practice before estimating benefit using a synthetic laboratory/hospital event-log simulator with demand spikes and capacity limits. Compare heterogeneous effects, uncertainty intervals and sensitivity to confounding with the fixed scheduling and resource-allocation rule.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Susan Athey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Gonen Singer's stochastic optimal control, prescriptive analytics can be paired with Susan Athey's documented causal inference and machine learning, adaptive experiments for resilient laboratory and hospital operations digital twin. The specific contribution is causal evaluation of a proposed decision rule; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s30","b-s31","pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a synthetic laboratory/hospital event-log simulator with demand spikes and capacity limits. Compare tail latency, failure rate and sensitivity to the event distribution with the fixed scheduling and resource-allocation rule.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Gonen Singer's stochastic optimal control, prescriptive analytics can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for resilient laboratory and hospital operations digital twin. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s30","b-s31","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-carley","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a temporal network model with a shuffled-edge null while preserving activity rates using a synthetic laboratory/hospital event-log simulator with demand spikes and capacity limits. Compare false alarms, lead time and sensitivity to network sampling with the fixed scheduling and resource-allocation rule.","identity_condition":"verified-profiles","institution":"Carnegie Mellon University","name":"Kathleen M. Carley","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Gonen Singer's stochastic optimal control, prescriptive analytics can be paired with Kathleen M. Carley's documented dynamic network analysis, social cybersecurity for resilient laboratory and hospital operations digital twin. The specific contribution is temporal network and organizational simulation; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s17","b-s30","b-s31","pxe-s-carley"],"url":"https://www.cmu.edu/casos-center/people/carley.html"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a synthetic laboratory/hospital event-log simulator with demand spikes and capacity limits. Compare generalization error, calibration and the sample-size threshold with the fixed scheduling and resource-allocation rule.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Gonen Singer's stochastic optimal control, prescriptive analytics can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for resilient laboratory and hospital operations digital twin. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s30","b-s31","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-roth","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Simulate two allocation mechanisms with fixed preferences and capacity, including strategic misreporting using a synthetic laboratory/hospital event-log simulator with demand spikes and capacity limits. Compare unmatched demand, stability, fairness and manipulability with the fixed scheduling and resource-allocation rule.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Alvin E. Roth","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Gonen Singer's stochastic optimal control, prescriptive analytics can be paired with Alvin E. Roth's documented market design, matching for resilient laboratory and hospital operations digital twin. The specific contribution is allocation rules, incentives and matching; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s30","b-s31","c-s26","pxe-s-roth"],"url":"https://www.economics.harvard.edu/people/alvin-roth"},{"candidate_id":"ex-wornell","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Define the compressed observation as per-class queue counts and arrival-rate estimates sent once per interval. Hold the downstream capacity allocator fixed; compare full event histories with these summaries at a fixed byte budget using future-demand prediction error and resulting waiting-time cost on the same synthetic service traces.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Task-oriented compression can reduce operational telemetry only after naming the sufficient observations and downstream allocation loss. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Task-oriented compression can reduce operational telemetry only after naming the sufficient observations and downstream allocation loss. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Gonen Singer with Gregory Wornell: Task-oriented compression can reduce operational telemetry only after naming the sufficient observations and downstream allocation loss.","score":6,"source_ids":["b-s30","b-s31","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-goldsmith","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Write a mathematical analogy between a two-class service queue and constrained resource allocation: classes correspond to request streams, service slots to capacity, and backlog to the observed state. Compare a backlog-responsive allocator with fixed shares on identical synthetic arrivals by waiting time and unmet demand. Omit RF interference, transmit power and wireless throughput claims; reject the analogy if service constraints do not map.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Wireless resource-allocation concepts are an indirect analogy to operations scheduling; a shared constrained-allocation model is required, and radio-specific effects do not transfer. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 5 = max(1, 1+2+2): topic overlap 1/4, complementarity 2/3, feasible first test 2/3. Wireless resource-allocation concepts are an indirect analogy to operations scheduling; a shared constrained-allocation model is required, and radio-specific effects do not transfer. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Gonen Singer with Andrea Goldsmith: Wireless resource-allocation concepts are an indirect analogy to operations scheduling; a shared constrained-allocation model is required, and radio-specific effects do not transfer.","score":5,"source_ids":["a-s21","b-s30","b-s31","c-s07","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Build one synthetic service queue and compare fixed staffing with two adaptive policies on delay, overtime and unmet demand.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/12; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o03. No strictly higher-scoring candidate displaces this original. Both document operational decision methods; synthetic feasibility does not establish hospital benefit. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen's queueing and process models complement Singer's stochastic control and prescriptive learning for demand-dependent capacity decisions.","researcher_id":"r29","score":10,"source_ids":["b-s30","b-s31","c-s01","c-s02"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Use a synthetic labelled demand stream and compare cost-sensitive static allocation with an online budgeted policy on cost and fairness.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r37: Conditional later role: add online/fair-allocation rules if the chosen service decision requires them.","ranking_note":"Rank 2/12; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o03. Higher-scoring r29 (10/10) precedes this original; its own rank reflects the following limitation: The methods substantially overlap, so complementarity is lower than for an operations researcher paired with a domain-measurement specialist. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Singer's cost-sensitive prescriptive learning and Ilan Cohen's resource-constrained classification directly meet in allocating scarce decisions online.","researcher_id":"r37","score":9,"source_ids":["b-s30","b-s31","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Inject covariate shifts into a synthetic demand model and compare predictive accuracy and realized allocation cost with a robust non-learning baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Better prediction may worsen decisions; downstream cost must be measured explicitly. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fetaya can stress-test learned predictions while Singer measures their downstream cost in prescriptive allocation.","researcher_id":"r22","score":9,"source_ids":["b-s24","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: On a public classification benchmark with synthetic service costs, compare uncertainty-based and cost-based triage on missed errors and total cost.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Synthetic cost weights are not clinical or institutional policy values. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger's uncertainty estimates can inform Singer's cost-sensitive allocation of scarce review or service capacity.","researcher_id":"r23","score":9,"source_ids":["b-s26","b-s27","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Conditional proposed first test: After identity and affiliation confirmation, compare nominal and robust allocation on a synthetic demand benchmark, reporting cost and worst-case violations.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 5/12; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The optimization expertise is documented, but Shtern's current internal affiliation remains unresolved. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirming the roster mapping, Shtern's robust optimization can bound the uncertainty sets used by Singer's stochastic prescriptive decisions.","researcher_id":"r25","score":9,"source_ids":["b-s30","b-s31","b-s34","b-s35","b-s36"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Inject known demand bursts into a synthetic service network and compare feature-informed allocation with a rate-only controller on unmet demand and false interventions.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r19: Conditional later role: test temporal network signals only if approved event-network data adds value beyond the queueing baseline.","ranking_note":"Rank 6/12; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o03. An added candidate, r22 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Correlation in event timing is not a causal intervention target; retain the simpler controller if decision quality does not improve. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin can derive temporal coordination features and Singer can test whether those features improve a stochastic resource-allocation decision.","researcher_id":"r19","score":8,"source_ids":["b-s15","b-s16","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Generate synthetic allocation cases and compare source-aligned explanations with ordinary summaries on omitted constraints and incorrect cost statements.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/12; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A faithful explanation does not prove that the underlying policy is optimal or fair. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Singer can specify a decision policy and its cost tradeoffs while Ernst can link an explanatory summary to the actual policy inputs and outputs.","researcher_id":"r28","score":8,"source_ids":["b-s30","b-s31","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Replay a mixed synthetic kernel queue and compare fixed and adaptive placement on deadlines, traffic and energy proxies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/12; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A meaningful system cost model is needed; energy proxies are not measured consumption. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Singer's prescriptive resource allocation could choose how Yavits's memory-centric system spends a limited compute or energy budget.","researcher_id":"r32","score":8,"source_ids":["b-s30","b-s31","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Use synthetic shift preferences and demand to compare cost-only and burden-constrained policies on overtime and unmet demand.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/12; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o03. An added candidate, r22 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The original staffing role remains conditional on an agreed definition of burden and later voluntary participant input. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal can formulate worker-facing constraints while Singer models the cost and capacity consequences of AI-assisted allocation.","researcher_id":"r07","score":7,"source_ids":["a-s22","a-s23","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Simulate a small candidate-composition queue and compare adaptive measurement allocation with equal replication on error and experiment count.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/12; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A meaningful materials objective and measurement-noise model must be supplied by Sadia. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's costly composition/conductivity experiments could be scheduled using Singer's stochastic control and cost-sensitive decisions.","researcher_id":"r10","score":7,"source_ids":["a-s31","a-s32","b-s30","b-s31"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare a toy private aggregate allocation with plaintext computation on output equality, communication and leakage assumptions.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/12; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Privacy of execution does not validate the allocation objective or prevent inference from outputs. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Singer can specify a resource-allocation calculation and Mor Weiss can test a protocol that executes it without revealing individual inputs.","researcher_id":"r38","score":7,"source_ids":["b-s30","b-s31","c-s27"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, package a synthetic queue and fixed cost function; pilot a submission checklist that records cost and unmet demand.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 12/12; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. Coordination is the only evidenced Simonovsky capability; operational research and algorithm design are not assigned to her. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate an agent-prototype event where Singer supplies a resource-allocation simulation as the challenge.","researcher_id":"r05","score":4,"source_ids":["a-s16","a-s17","b-s30","b-s31"]}],"patents":{"coverage":"partial","note":"Two C-B4 family representatives added. The institutional biography confirms CB4 co-founder history, providing the identity bridge beyond exact-name matching. Prior affiliation and private-company applicants were included.","records":[{"assignee":"C-B4 Context Based Forecasting Ltd","attribution_note":"Named inventor Gonen SINGER; CB4 affiliation explicitly corroborated by the university biography. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r24-US11334799B2"],"family_key":"google-family:71124013","identifier":"US11334799B2","original":false,"publication_date":"2022-05-17","source_ids":["pxb-s016","pxb-singer-bio"],"title":"System and method for ordinal classification using a risk-based weighted information gain measure","url":"https://patents.google.com/patent/US11334799B2/en","verification":"publication-inspected"},{"assignee":"C-B4 Context Based Forecasting Ltd","attribution_note":"Named inventor Gonen SINGER; CB4 affiliation explicitly corroborated by the university biography. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r24-US20190073620A1"],"family_key":"google-family:59963685","identifier":"US20190073620A1","original":false,"publication_date":"2019-03-07","source_ids":["pxb-s017","pxb-singer-bio"],"title":"System, method and computer program product for data analysis","url":"https://patents.google.com/patent/US20190073620A1/en","verification":"publication-inspected"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Two C-B4 family representatives added. The institutional biography confirms CB4 co-founder history, providing the identity bridge beyond exact-name matching. Prior affiliation and private-company applicants were included.","query":"\"Gonen Singer\" patent inventor","url":"https://www.google.com/search?q=%22Gonen%20Singer%22%20patent%20inventor"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Two C-B4 family representatives added. The institutional biography confirms CB4 co-founder history, providing the identity bridge beyond exact-name matching. Prior affiliation and private-company applicants were included.","query":"\"Gonen Singer\" site:patents.google.com/patent","url":"https://www.google.com/search?q=%22Gonen%20Singer%22%20site%3Apatents.google.com%2Fpatent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Two C-B4 family representatives added. The institutional biography confirms CB4 co-founder history, providing the identity bridge beyond exact-name matching. Prior affiliation and private-company applicants were included.","query":"\"Gonen Singer\" \"patent\" CB4","url":"https://www.google.com/search?q=%22Gonen%20Singer%22%20%22patent%22%20CB4"},{"access":"read","observation":"US11334799B2. Inventors: Roee Eli ANUAR OR; Gonen SINGER. Recorded assignee metadata: C-B4 Context Based Forecasting Ltd. Issue date: 2022-05-17. Family ID=71124013.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US11334799B2/en"},{"access":"read","observation":"US20190073620A1. Inventors: Roee Eli ANUAR OR; Gonen SINGER; Noam Lee Cohen. Recorded assignee metadata: C-B4 Context Based Forecasting Ltd. Publication date was not captured in the structured metadata; left null. Family ID=59963685.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20190073620A1/en"},{"access":"read","observation":"Gonen Singer's university biography identifies him as CB4 co-founder and head of its Israel site, with predictive analytics work in retail. This supplies a career bridge to C-B4 Context Based Forecasting patent applicants.","query":"Researcher-controlled career/patent list inspection","url":"https://www.eng.biu.ac.il/singerg/"},{"access":"read","observation":"Index supplied two C-B4 invention candidates, subsequently inspected individually.","query":"Career, inventor portfolio or candidate inspection","url":"https://patents.justia.com/inventor/gonen-singer"}]},"researcher_id":"r24","review_status":"partial"},"r25":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-bertsimas","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Re-optimize a de-identified planning benchmark under registered spatial and capacity perturbations.","identity_condition":"requires-confirmation","institution":"Massachusetts Institute of Technology","name":"Dimitris Bertsimas","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"His robust optimization, machine learning, and health-analytics work could complement tractable formulations and evaluation; no willingness is asserted.","score":7,"source_ids":["b-s34","b-s35","b-s37","pxe-s-bertsimas"],"url":"https://mitsloan.mit.edu/faculty/directory/dimitris-bertsimas"},{"candidate_id":"ex-powell","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Replay two sequential policies on identical stochastic event streams with delayed observations using a synthetic capacity-planning or small radiotherapy optimization instance only after identity confirmation and confirmation of the research brief. Compare cumulative cost, constraint violations and worst-case regret proxies with a nominal deterministic plan with the same hard constraints.","identity_condition":"requires-confirmation","institution":"Princeton University","name":"Warren Buckler Powell","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shimrit Shtern's robust optimization, convex optimization can be paired with Warren Buckler Powell's documented sequential decision analytics, optimization under uncertainty for robust radiotherapy and care-capacity planning. The specific contribution is sequential decisions under uncertainty; this transfer is an analyst hypothesis.","score":7,"source_ids":["b-s32","b-s34","b-s35","pxe-s-powell"],"url":"https://dof.princeton.edu/people/warren-buckler-powell"},{"candidate_id":"ex-aalst","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Reconstruct an event-log process and compare observed paths with the proposed process model using a synthetic capacity-planning or small radiotherapy optimization instance only after identity confirmation and confirmation of the research brief. Compare conformance violations, bottleneck localization and replay error with a nominal deterministic plan with the same hard constraints.","identity_condition":"requires-confirmation","institution":"RWTH Aachen University","name":"Wil van der Aalst","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shimrit Shtern's robust optimization, convex optimization can be paired with Wil van der Aalst's documented process mining, workflow conformance for robust radiotherapy and care-capacity planning. The specific contribution is workflow discovery and conformance; this transfer is an analyst hypothesis.","score":6,"source_ids":["b-s34","b-s35","c-s03","pxe-s-aalst"],"url":"https://www.vdaalst.rwth-aachen.de/"},{"candidate_id":"ex-gal","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a synthetic capacity-planning or small radiotherapy optimization instance only after identity confirmation and confirmation of the research brief. Compare calibration error, risk-coverage and confident-error rate with a nominal deterministic plan with the same hard constraints.","identity_condition":"requires-confirmation","institution":"University of Oxford","name":"Yarin Gal","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shimrit Shtern's robust optimization, convex optimization can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for robust radiotherapy and care-capacity planning. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":6,"source_ids":["b-s29","b-s34","b-s35","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-goldsmith","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Translate one reliability-versus-resource tradeoff into a synthetic capacity constraint and test its applicability using a synthetic capacity-planning or small radiotherapy optimization instance only after identity confirmation and confirmation of the research brief. Compare feasibility loss and robustness to the translation; abandon if the analogy is invalid with a nominal deterministic plan with the same hard constraints.","identity_condition":"requires-confirmation","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 5/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shimrit Shtern's robust optimization, convex optimization can be paired with Andrea Goldsmith's documented wireless communications, information theory for robust radiotherapy and care-capacity planning. The specific contribution is resource-constrained reliability analogies, conditional on confirmed scope; this transfer is an analyst hypothesis.","score":6,"source_ids":["a-s21","b-s34","b-s35","c-s07","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a synthetic capacity-planning or small radiotherapy optimization instance only after identity confirmation and confirmation of the research brief. Compare tail latency, failure rate and sensitivity to the event distribution with a nominal deterministic plan with the same hard constraints.","identity_condition":"requires-confirmation","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shimrit Shtern's robust optimization, convex optimization can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for robust radiotherapy and care-capacity planning. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":6,"source_ids":["b-s34","b-s35","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-montanari","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a synthetic capacity-planning or small radiotherapy optimization instance only after identity confirmation and confirmation of the research brief. Compare generalization error, calibration and the sample-size threshold with a nominal deterministic plan with the same hard constraints.","identity_condition":"requires-confirmation","institution":"Stanford University","name":"Andrea Montanari","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shimrit Shtern's robust optimization, convex optimization can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for robust radiotherapy and care-capacity planning. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":6,"source_ids":["b-s34","b-s35","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-roth","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Compare nominal allocation with a preference-aware mechanism in the capacity branch of the synthetic instance using a synthetic capacity-planning or small radiotherapy optimization instance only after identity confirmation and confirmation of the research brief. Compare unmet need, stability and manipulability; not radiation-dose optimization with a nominal deterministic plan with the same hard constraints.","identity_condition":"requires-confirmation","institution":"Stanford University","name":"Alvin E. Roth","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 8/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Shimrit Shtern's robust optimization, convex optimization can be paired with Alvin E. Roth's documented market design, matching for robust radiotherapy and care-capacity planning. The specific contribution is allocation fairness if the confirmed brief includes care capacity; this transfer is an analyst hypothesis.","score":6,"source_ids":["b-s34","b-s35","c-s26","pxe-s-roth"],"url":"https://www.economics.harvard.edu/people/alvin-roth"},{"candidate_id":"ex-athey","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Identity confirmation needed. After confirming the research brief and a qualified scientific lead, define a capacity-planning toy model with treatment as flexible versus fixed booking and outcome as waiting-time cost at identical capacity. Randomize policy assignment across simulated days and check recovery of planted average effects. This is a capacity branch, not a radiotherapy dose-efficacy experiment.","identity_condition":"requires-confirmation","institution":"Stanford University","name":"Susan Athey","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: A causal planning comparison is conditional on identity, role and an agreed capacity problem; no subject expertise or medical effectiveness is inferred. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. A causal planning comparison is conditional on identity, role and an agreed capacity problem; no subject expertise or medical effectiveness is inferred. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Shimrit Shtern with Susan Athey: A causal planning comparison is conditional on identity, role and an agreed capacity problem; no subject expertise or medical effectiveness is inferred.","score":4,"source_ids":["b-s34","b-s35","pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"candidate_id":"ex-wornell","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Identity confirmation needed. After confirming the research brief and scientific lead, define the unknown parameter as next-period demand rate in a synthetic capacity queue. Compare inference from full arrival timestamps with compressed count summaries at a fixed byte budget, keeping the allocator fixed; report demand-estimation error and unmet-demand cost. Do not claim dose-planning or patient benefit.","identity_condition":"requires-confirmation","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Conditional proposal: identity confirmation needed before this match is interpreted as researcher expertise. The Bar-Ilan roster versus Technion affiliation/role conflict must be resolved and the optimization brief confirmed. Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Compression has a conditional demand-estimation role only when the observed parameter and downstream planning loss are explicit; the provisional identity establishes neither. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Compression has a conditional demand-estimation role only when the observed parameter and downstream planning loss are explicit; the provisional identity establishes neither. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Shimrit Shtern with Gregory Wornell: Compression has a conditional demand-estimation role only when the observed parameter and downstream planning loss are explicit; the provisional identity establishes neither.","score":4,"source_ids":["b-s34","b-s35","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Conditional proposed first test: After identity and affiliation confirmation, compare nominal and robust allocation on a synthetic demand benchmark, reporting cost and worst-case violations.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 1/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The optimization expertise is documented, but Shtern's current internal affiliation remains unresolved. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirming the roster mapping, Shtern's robust optimization can bound the uncertainty sets used by Singer's stochastic prescriptive decisions.","researcher_id":"r24","score":9,"source_ids":["b-s30","b-s31","b-s34","b-s35","b-s36"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare nominal and robust schedules in one synthetic queue on waiting-time tails and capacity violations.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 2/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. This conditional roster match is not a confirmed Bar-Ilan team. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization could test how Izack Cohen's service schedules behave under uncertain arrivals and capacity.","researcher_id":"r29","score":9,"source_ids":["b-s34","b-s35","b-s36","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare a robust offline rule and an online rule under identical synthetic demand shifts; report regret and constraint violations.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 3/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Present institutional role is unresolved despite a strong optimization topic match. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's optimization under uncertainty and Ilan Cohen's online allocation can separate robustness to model error from adaptation to new arrivals.","researcher_id":"r37","score":9,"source_ids":["b-s34","b-s35","b-s36","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare a small robust convex surrogate with empirical adversarial training on loss and constraint satisfaction.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 4/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Optimization expertise is documented; equivalence to a non-convex neural robustness problem is not assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's continuous robust optimization could provide a tractable reference for Fetaya's adversarial learning tests.","researcher_id":"r22","score":8,"source_ids":["b-s24","b-s34","b-s35","b-s36"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare fixed redundancy with a robust reserve policy under bounded node failures on missed tasks and extra capacity.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 5/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The chosen uncertainty set must distinguish plausible fault budgets from arbitrary failures. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization could bound resource reserves in Medina's fault-tolerant online systems.","researcher_id":"r30","score":8,"source_ids":["b-s34","b-s35","b-s36","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare nominal and uncertainty-set estimators in a synthetic localization problem on worst-case bias and interval width.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 6/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The robust objective must be tied to a justified sensor-error set. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization can complement Amir Weiss's estimation under uncertain sensing models.","researcher_id":"r33","score":8,"source_ids":["b-s34","b-s35","b-s36","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, solve a small robust interference-allocation model and compare throughput and constraint violations with nominal allocation.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 7/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No joint wireless project is established; the proposed contribution is optimization modelling. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization can formulate uncertainty sets for Leshem's distributed wireless resource allocation.","researcher_id":"r34","score":8,"source_ids":["b-s34","b-s35","b-s36","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare nominal and robust allocation under bounded estimation errors on rate loss and interference violations.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 8/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A defensible uncertainty set must be derived from the sensing model, not chosen to manufacture robustness. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization can test sensitivity of Noam's spectrum-sharing decisions to uncertain interference estimates.","researcher_id":"r40","score":8,"source_ids":["b-s34","b-s35","b-s36","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, solve a small stated channel-bound optimization under parameter uncertainty and compare to exhaustive enumeration.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Robust optimization is not itself information-theoretic expertise; the channel formulation belongs to Somekh-Baruch. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's optimization methods could explore finite-dimensional bounds motivated by Somekh-Baruch's mismatched-decoding questions.","researcher_id":"r26","score":7,"source_ids":["b-s34","b-s35","b-s36","b-s38"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare nominal and robust memory-allocation decisions on a synthetic kernel mix using latency and energy proxies.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 10/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The match is a transferable optimization role, not evidence of chip-design expertise for Shtern. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern can formulate uncertain workload constraints for Yavits's memory-centric architecture choices.","researcher_id":"r32","score":7,"source_ids":["b-s34","b-s35","b-s36","c-s08","c-s09"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Exact-name and Shim Shtern variant searches and the public 2023 CV were inspected; no attributable inventor entry was established. CV covers Technion/MIT and earlier Rafael work but is not a complete patent audit. BIU/Technion role conflict remains outside Q1 resolution.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name and Shim Shtern variant searches and the public 2023 CV were inspected; no attributable inventor entry was established. CV covers Technion/MIT and earlier Rafael work but is not a complete patent audit. BIU/Technion role conflict remains outside Q1 resolution.","query":"\"Shimrit Shtern\" patent","url":"https://www.google.com/search?q=%22Shimrit%20Shtern%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name and Shim Shtern variant searches and the public 2023 CV were inspected; no attributable inventor entry was established. CV covers Technion/MIT and earlier Rafael work but is not a complete patent audit. BIU/Technion role conflict remains outside Q1 resolution.","query":"\"Shimrit Shtern\" patent inventor CV","url":"https://www.google.com/search?q=%22Shimrit%20Shtern%22%20patent%20inventor%20CV"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name and Shim Shtern variant searches and the public 2023 CV were inspected; no attributable inventor entry was established. CV covers Technion/MIT and earlier Rafael work but is not a complete patent audit. BIU/Technion role conflict remains outside Q1 resolution.","query":"\"Shim Shtern\" patent","url":"https://www.google.com/search?q=%22Shim%20Shtern%22%20patent"},{"access":"read","observation":"Public 2023-11-09 CV inspected, including appointments, Rafael experience and publication sections; not a current exhaustive patent inventory.","query":"Career, inventor portfolio or candidate inspection","url":"https://shimrits.net.technion.ac.il/files/2023/11/resume_technion_format202311_public.pdf"}]},"researcher_id":"r25","review_status":"partial"},"r26":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-calderbank","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare structured coding with a repetition baseline under a fixed corruption/noise model using a finite-block-length channel simulation with decoder mismatch and changing error regimes. Compare error rate, decoding cost and redundancy budget with a matched-channel decoder and standard retransmission baseline.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Anelia Somekh-Baruch's channel coding, mismatched decoding can be paired with Robert Calderbank's documented space-time coding, quantum error correction for adaptive reliability bounds for heterogeneous links. The specific contribution is structured redundancy and error correction; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s38","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-erkip","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare two cooperative or non-cooperative link models with matched rate and power constraints using a finite-block-length channel simulation with decoder mismatch and changing error regimes. Compare outage probability, achievable rate and power sensitivity with a matched-channel decoder and standard retransmission baseline.","identity_condition":"verified-profiles","institution":"New York University","name":"Elza Erkip","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Anelia Somekh-Baruch's channel coding, mismatched decoding can be paired with Elza Erkip's documented information theory, communication theory for adaptive reliability bounds for heterogeneous links. The specific contribution is wireless channel and reliability analysis; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s38","pxe-s-erkip"],"url":"https://engineering.nyu.edu/faculty/elza-erkip"},{"candidate_id":"ex-medard","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Use a reproducible two-state burst-error channel with declared transition probabilities and finite block length. Compare fixed-rate and adaptive coding on identical seeded channel realizations at matched redundancy and latency budgets; report block-error rate and recovery after a state change. Measured traces are a later validation stage after their provenance and suitability are confirmed.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Muriel Medard","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Channel coding is a direct fit, but a synthetic channel is the bounded first test until usable measured traces are identified. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. Channel coding is a direct fit, but a synthetic channel is the bounded first test until usable measured traces are identified. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original retained exactly at rank 3; preceding alternatives are Robert Calderbank (10; 4+3+3), Elza Erkip (10; 4+3+3). Its first stage now has explicit unconfirmed platform, protocol or interface prerequisites; higher totals reflect the other scoped tests, not comparative researcher quality.","rationale":"Her network-coding and reliable optical/wireless communication work could complement end-to-end coding architecture and implementation; no willingness is asserted.","score":9,"source_ids":["b-s38","b-s39","pxe-s-medard"],"url":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard"},{"candidate_id":"ex-goldsmith","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare resource or interference policies against a non-adaptive communication baseline at fixed channel assumptions using a finite-block-length channel simulation with decoder mismatch and changing error regimes. Compare throughput, latency, energy and fairness across users with a matched-channel decoder and standard retransmission baseline.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Anelia Somekh-Baruch's channel coding, mismatched decoding can be paired with Andrea Goldsmith's documented wireless communications, information theory for adaptive reliability bounds for heterogeneous links. The specific contribution is wireless-system models and information limits; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s21","b-s38","c-s07","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"candidate_id":"ex-haeupler","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Simulate message corruption and dropped participants with a fixed communication budget using a finite-block-length channel simulation with decoder mismatch and changing error regimes. Compare correct-completion rate and communication overhead with a matched-channel decoder and standard retransmission baseline.","identity_condition":"verified-profiles","institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Anelia Somekh-Baruch's channel coding, mismatched decoding can be paired with Bernhard Haeupler's documented interactive coding, distributed algorithms for adaptive reliability bounds for heterogeneous links. The specific contribution is noise-resilient distributed protocols; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s10","b-s38","pxe-s-haeupler"],"url":"https://people.inf.ethz.ch/haeuplb/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a finite-block-length channel simulation with decoder mismatch and changing error regimes. Compare estimation error, calibration and bits per valid decision with a matched-channel decoder and standard retransmission baseline.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Anelia Somekh-Baruch's channel coding, mismatched decoding can be paired with Gregory Wornell's documented signal processing, statistical inference for adaptive reliability bounds for heterogeneous links. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s38","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a finite-block-length channel simulation with decoder mismatch and changing error regimes. Compare tail latency, failure rate and sensitivity to the event distribution with a matched-channel decoder and standard retransmission baseline.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Anelia Somekh-Baruch's channel coding, mismatched decoding can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for adaptive reliability bounds for heterogeneous links. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s38","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-tse","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a decentralized or information-constrained algorithm with a centralized reference on a small reproducible workload using a finite-block-length channel simulation with decoder mismatch and changing error regimes. Compare communication cost, correctness and sensitivity to missing participants with a matched-channel decoder and standard retransmission baseline.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Anelia Somekh-Baruch's channel coding, mismatched decoding can be paired with David Tse's documented information-theoretic methods, decentralized systems for adaptive reliability bounds for heterogeneous links. The specific contribution is first-principles data and decentralized-system modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s38","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Generate finite-length transmissions through a channel with unknown gain and a declared burst-noise state. Estimate gain/state from pilots using regularized and unregularized estimators, then use the same mismatched decoder for both. Compare parameter error and decoded block-error rate with a known-channel reference on identical transmissions.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: High-dimensional estimation complements mismatched decoding through an explicit channel target and downstream error metric; estimation and coding controls must share a channel. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. High-dimensional estimation complements mismatched decoding through an explicit channel target and downstream error metric; estimation and coding controls must share a channel. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Anelia Somekh-Baruch with Andrea Montanari: High-dimensional estimation complements mismatched decoding through an explicit channel target and downstream error metric; estimation and coding controls must share a channel.","score":7,"source_ids":["b-s38","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-rabaey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Replay two duty-cycle policies across the acquisition, compute and radio stages using a finite-block-length channel simulation with decoder mismatch and changing error regimes. Compare energy per valid result and recovery latency with a matched-channel decoder and standard retransmission baseline.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jan M. Rabaey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 10/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Anelia Somekh-Baruch's channel coding, mismatched decoding can be paired with Jan M. Rabaey's documented low-power integrated circuits, wireless sensor systems for adaptive reliability bounds for heterogeneous links. The specific contribution is acquisition, computation and radio power budgeting; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s04","b-s38","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: For one finite-alphabet channel, compare a simulated interactive protocol with a stated coding bound as decoder mismatch increases.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/11; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. No strictly higher-scoring candidate displaces this original. Bounds and simulation answer different questions; agreement in a small example is not a general proof. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Gelles's interactive protocols and Somekh-Baruch's reliability and mismatched-decoding theory meet on guarantees that survive imperfect channel knowledge.","researcher_id":"r17","score":10,"source_ids":["b-s08","b-s09","b-s38"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare two coded-modulation decoders on a fixed synthetic channel, plotting achieved error rates against the relevant theoretical bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/11; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. Higher-scoring r17 (10/10) precedes this original; its own rank reflects the following limitation: Strong topic overlap but overlapping coding roles reduce complementarity; no measured-channel dataset is presumed. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's coded-modulation practice and Somekh-Baruch's channel-coding theory directly meet on implementation penalties under decoder mismatch.","researcher_id":"r06","score":9,"source_ids":["a-s19","a-s20","b-s38"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Combine a finite-state faulty-node model with a mismatched decoder and compare end-to-end task failure against link-error rate alone.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. Higher-scoring r17 (10/10) precedes this original; its own rank reflects the following limitation: The proposed bridge depends on explicitly bounded fault dependence and cannot promise arbitrary-fault tolerance. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somekh-Baruch can formalize channel reliability limits while Medina models how network and hardware recovery amplify or contain decoder errors.","researcher_id":"r30","score":9,"source_ids":["b-s38","c-s04"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two decoders in a fixed sparse multiuser channel and report achievable rate and error under model mismatch.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/11; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Strong topic overlap but partly redundant theoretical roles reduce complementarity. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somekh-Baruch's reliability and decoding theory and Zaidel's multiuser information theory directly meet on mismatched multiuser reception.","researcher_id":"r31","score":9,"source_ids":["b-s38","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare two quantized delay-estimation encodings on rate and estimation loss across a finite-alphabet noisy channel.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A communication reliability bound is not directly a bound on sensing-task quality. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somekh-Baruch's information-theoretic coding limits can constrain Amir Weiss's task-oriented compressed sensing messages.","researcher_id":"r33","score":9,"source_ids":["b-s38","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate an adaptive link policy with a mismatched decoder and compare empirical reliability to an explicitly applicable bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A policy cannot inherit a bound outside its channel assumptions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somekh-Baruch can bound coding reliability while Leshem adapts wireless resources under uncertain and congested conditions.","researcher_id":"r34","score":9,"source_ids":["b-s38","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Sweep interference-estimation error in a synthetic channel and compare decoder error rates with matched-decoder and bound references.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Estimation error distribution must be specified; satellite conditions are not automatically covered. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somekh-Baruch's mismatched-decoding analysis can quantify penalties from Noam's imperfect interference estimates.","researcher_id":"r40","score":9,"source_ids":["b-s38","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, solve a small stated channel-bound optimization under parameter uncertainty and compare to exhaustive enumeration.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 8/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Robust optimization is not itself information-theoretic expertise; the channel formulation belongs to Somekh-Baruch. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's optimization methods could explore finite-dimensional bounds motivated by Somekh-Baruch's mismatched-decoding questions.","researcher_id":"r25","score":7,"source_ids":["b-s34","b-s35","b-s36","b-s38"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a bounded readout channel with threshold drift and compare fixed and mismatch-aware decoding on error and extra operations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No physical-memory reliability guarantee follows without measured error statistics. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's memory readout circuits and Somekh-Baruch's decoding theory could test tolerance to an uncertain sensing threshold.","researcher_id":"r27","score":7,"source_ids":["b-s38","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Treat a small memory-read channel as a stated finite-alphabet model and compare two decoders under drift in error probabilities.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/11; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Classical channel models may omit correlated circuit faults, making this an exploratory abstraction. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman can expose memory read-error statistics while Somekh-Baruch asks whether a mismatched-decoding model captures their effect.","researcher_id":"r01","score":6,"source_ids":["a-s01","b-s38"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: For a small measurement-induced classical channel, compare two decoders and the relevant classical reliability bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/11; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Somekh-Baruch's cited expertise is classical coding; quantum-channel expertise is not inferred. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somekh-Baruch's coding limits could help distinguish communication reliability from Eliahu Cohen's quantum-measurement information claims.","researcher_id":"r35","score":6,"source_ids":["b-s38","c-s17","c-s18"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Hyphenated and unhyphenated name searches and BIU career profile inspected; no attributable inventor entry established. Technion, Tel-Aviv and Princeton history was considered. Research-output labels and search outcomes do not prove no patents.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Hyphenated and unhyphenated name searches and BIU career profile inspected; no attributable inventor entry established. Technion, Tel-Aviv and Princeton history was considered. Research-output labels and search outcomes do not prove no patents.","query":"\"Anelia Somekh Baruch\" patent","url":"https://www.google.com/search?q=%22Anelia%20Somekh%20Baruch%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Hyphenated and unhyphenated name searches and BIU career profile inspected; no attributable inventor entry established. Technion, Tel-Aviv and Princeton history was considered. Research-output labels and search outcomes do not prove no patents.","query":"\"Anelia\" \"Somekh\" patent inventor","url":"https://www.google.com/search?q=%22Anelia%22%20%22Somekh%22%20patent%20inventor"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Hyphenated and unhyphenated name searches and BIU career profile inspected; no attributable inventor entry established. Technion, Tel-Aviv and Princeton history was considered. Research-output labels and search outcomes do not prove no patents.","query":"\"Anelia Somekh-Baruch\" inventor","url":"https://www.google.com/search?q=%22Anelia%20Somekh-Baruch%22%20inventor"},{"access":"read","observation":"Institutional biography inspected; name and Tel-Aviv, Technion, Princeton history linked. No inventor entry established by bounded search.","query":"Career, inventor portfolio or candidate inspection","url":"https://cris.biu.ac.il/en/persons/anelia-somekh-baruch"}]},"researcher_id":"r26","review_status":"partial"},"r27":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-mutlu","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Map one fixed bioinformatics kernel to a simulator and compare energy, error sensitivity, and leakage proxies with a conventional memory path.","identity_condition":"verified-profiles","institution":"ETH Zurich","name":"Onur Mutlu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"His memory-systems, energy-efficiency, and hardware-security research could complement architecture-level evaluation; no willingness is asserted.","score":9,"source_ids":["b-s40","b-s43","c-s11","pxe-s-mutlu"],"url":"https://people.inf.ethz.ch/omutlu/"},{"candidate_id":"ex-devadas","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Replay a small encrypted-compute or proof-verification kernel under alternative memory and accelerator assumptions using a simulated secure near-memory biomedical/sensor inference kernel with injected supply or memory faults. Compare runtime, memory traffic and explicitly stated leakage exposure with a conventional memory-plus-processor path with the same threat model.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Srini Devadas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alex Fish's low-power SRAM and eDRAM, CMOS image sensors can be paired with Srini Devadas's documented secure computer architecture, homomorphic-encryption accelerators for secure near-memory processing for scientific ai. The specific contribution is hardware execution of privacy-preserving primitives; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s40","pxe-s-devadas"],"url":"https://people.csail.mit.edu/devadas/"},{"candidate_id":"ex-rabaey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Replay two duty-cycle policies across the acquisition, compute and radio stages using a simulated secure near-memory biomedical/sensor inference kernel with injected supply or memory faults. Compare energy per valid result and recovery latency with a conventional memory-plus-processor path with the same threat model.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jan M. Rabaey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alex Fish's low-power SRAM and eDRAM, CMOS image sensors can be paired with Jan M. Rabaey's documented low-power integrated circuits, wireless sensor systems for secure near-memory processing for scientific ai. The specific contribution is acquisition, computation and radio power budgeting; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s04","b-s40","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-nikolic","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Synthesize two small datapath or memory-controller variants under identical constraints using a simulated secure near-memory biomedical/sensor inference kernel with injected supply or memory faults. Compare area, timing slack and switching-activity power estimates with a conventional memory-plus-processor path with the same threat model.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Borivoje Nikolic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alex Fish's low-power SRAM and eDRAM, CMOS image sensors can be paired with Borivoje Nikolic's documented digital integrated circuits, VLSI implementation of communications for secure near-memory processing for scientific ai. The specific contribution is digital implementation of a selected datapath; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s40","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-nuzzo","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Encode latency, energy and failure constraints in a small system model and inject single-component faults using a simulated secure near-memory biomedical/sensor inference kernel with injected supply or memory faults. Compare constraint violations and recovery overhead with a conventional memory-plus-processor path with the same threat model.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Pierluigi Nuzzo","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alex Fish's low-power SRAM and eDRAM, CMOS image sensors can be paired with Pierluigi Nuzzo's documented cyber-physical systems, design automation for secure near-memory processing for scientific ai. The specific contribution is design automation and system requirements; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s40","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-sangiovanni","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Partition acquisition, computation and communication across two candidate embedded designs using a simulated secure near-memory biomedical/sensor inference kernel with injected supply or memory faults. Compare interface overhead and end-to-end latency with a conventional memory-plus-processor path with the same threat model.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Alberto Sangiovanni-Vincentelli","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alex Fish's low-power SRAM and eDRAM, CMOS image sensors can be paired with Alberto Sangiovanni-Vincentelli's documented embedded system design, control for secure near-memory processing for scientific ai. The specific contribution is embedded component partitioning; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s40","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-shao","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Map the same kernel to two accelerator organizations without changing numerical precision using a simulated secure near-memory biomedical/sensor inference kernel with injected supply or memory faults. Compare data reuse, memory accesses and latency with a conventional memory-plus-processor path with the same threat model.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Sophia Shao","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alex Fish's low-power SRAM and eDRAM, CMOS image sensors can be paired with Sophia Shao's documented computer architecture, integrated circuits for secure near-memory processing for scientific ai. The specific contribution is architecture and workload mapping; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s40","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-javey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Screen two device operating points in a small power/noise model, requiring actual transfer curves before a device claim using a simulated secure near-memory biomedical/sensor inference kernel with injected supply or memory faults. Compare predicted energy and sensitivity to device-parameter uncertainty with a conventional memory-plus-processor path with the same threat model.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Ali Javey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Alex Fish's low-power SRAM and eDRAM, CMOS image sensors can be paired with Ali Javey's documented low-power electronics, flexible electronics and sensors for secure near-memory processing for scientific ai. The specific contribution is low-power device and sensor constraints; this transfer is an analyst hypothesis.","score":7,"source_ids":["b-s40","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-nguyen","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify a memory-controller timing interface with a clock reference, setup/hold windows and a declared drift/jitter distribution. Compare two clock-stability assumptions under identical memory operations and supply faults by timing-violation rate, retry count and energy. No receiver is assumed; physical clock parameters require later confirmation.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Clark Nguyen","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Timing-reference expertise can be translated to memory sampling margins through an explicit clock interface, while radio reacquisition metrics are inapplicable. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Timing-reference expertise can be translated to memory sampling margins through an explicit clock interface, while radio reacquisition metrics are inapplicable. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alex Fish with Clark Nguyen: Timing-reference expertise can be translated to memory sampling margins through an explicit clock interface, while radio reacquisition metrics are inapplicable.","score":6,"source_ids":["b-s40","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-chien","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Define a prospective biosensor-to-memory interface with synthetic ADC sample words, timestamps and authentication tags. Replay identical sample streams through two buffering/checkpoint schemes under injected supply faults; report sample loss, readout reconstruction error and recovery energy. No fluidic or contamination effect is inferred from the digital secure-memory simulation.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jun-Chau Chien","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Biosensor acquisition could supply an interface specification for secure near-memory processing; fluidics itself is not an input to the present simulated kernel. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 5 = max(1, 1+2+2): topic overlap 1/4, complementarity 2/3, feasible first test 2/3. Biosensor acquisition could supply an interface specification for secure near-memory processing; fluidics itself is not an input to the present simulated kernel. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Alex Fish with Jun-Chau Chien: Biosensor acquisition could supply an interface specification for secure near-memory processing; fluidics itself is not an input to the present simulated kernel.","score":5,"source_ids":["b-s40","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Map the same public genome-classification kernel to two memory organizations and sweep precision and memory-error rate; report latency and energy proxies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o02 r27: Alternative or later circuit lead: assess memory/circuit precision and energy tradeoffs if the chosen implementation needs this expertise; security is outside the initial test.","ranking_note":"Rank 1/11; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02. No strictly higher-scoring candidate displaces this original. Existing EnICS context supplies no score bonus; the score follows the concrete shared memory-workload question. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's low-power memory circuits complement Yavits's content-addressable genomics architectures at the circuit-to-workload boundary.","researcher_id":"r32","score":10,"source_ids":["b-s40","b-s41","c-s08","c-s09"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare two SRAM/readout design models under identical access traces and voltage assumptions; report delay, retention/error assumptions and energy estimates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o02 r27: Alternative or later circuit lead: assess memory/circuit precision and energy tradeoffs if the chosen implementation needs this expertise; security is outside the initial test.","ranking_note":"Rank 2/11; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02. Higher-scoring r32 (10/10) precedes this original; its own rank reflects the following limitation: Very high topic overlap but substantial overlap in roles reduces complementarity relative to a circuit-architecture pairing. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman and Fish both document low-power memory design; their useful division is digital implementation versus memory/sensor circuit tradeoffs on a common workload.","researcher_id":"r01","score":9,"source_ids":["a-s01","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare checkpointing and replication in a memory-read simulator on undetected errors, extra accesses and latency.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/11; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Hardware security and accidental-fault tolerance are different properties. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's low-power memory hardware and Medina's fault-tolerant algorithms can trade redundancy against energy in a common error model.","researcher_id":"r30","score":9,"source_ids":["b-s40","b-s41","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model a fixed sensor stream with two code-rate/duty-cycle settings and compare circuit energy, outage and latency.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No common fabricated sensor-radio platform is assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's coded-link requirements complement Fish's low-power sensor circuits at the communication duty-cycle boundary.","researcher_id":"r06","score":8,"source_ids":["a-s19","a-s20","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model two optical readout circuits under the same assay signal/noise envelope; compare energy per measurement and detection error.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No fabricated circuit or validated assay-chip integration is assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Danielli's portable optical assay requirements complement Fish's low-power sensor and biomedical circuit design.","researcher_id":"r14","score":8,"source_ids":["a-s45","a-s46","a-s47","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Inject bounded memory/readout errors into one open single-cell classifier and measure rare-state recall versus a fault-free reference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o02 r27: Alternative or later circuit lead: assess memory/circuit precision and energy tradeoffs if the chosen implementation needs this expertise; security is outside the initial test.","ranking_note":"Rank 6/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r30 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The connection is useful only after defining a hardware-sensitive kernel; neither source establishes a ready shared platform. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish can model low-energy biomedical memory hardware while Kalisky can define which cell-state errors invalidate a biological conclusion.","researcher_id":"r21","score":7,"source_ids":["b-s21","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Perturb an open image-plus-metadata model with simulated sensor and memory errors; compare calibration and accuracy to floating-point inference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established. Original initiative conditions remain: o02 r27: Alternative or later circuit lead: assess memory/circuit precision and energy tradeoffs if the chosen implementation needs this expertise; security is outside the initial test. o02 r39: Conditional later role: test uncertainty and generalization only after a specific cross-domain fidelity question is preregistered.","ranking_note":"Rank 7/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r30 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The original optional modelling role needs a specific cross-domain fidelity target and access to a suitable benchmark. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's memory and sensor circuits offer a hardware-error model for Shavit's generalization and multimodal learning questions.","researcher_id":"r39","score":7,"source_ids":["b-s40","b-s41","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare two sensor duty cycles against a bounded thermal-power model on uptime, readout error and stored-energy requirements.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Wearable suitability, materials safety and a fabricated harvester are unestablished. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's thermoelectric conversion and Fish's biomedical low-power circuits could test whether a sensor duty cycle fits a constrained thermal energy budget.","researcher_id":"r10","score":7,"source_ids":["a-s31","a-s32","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a bounded readout channel with threshold drift and compare fixed and mismatch-aware decoding on error and extra operations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No physical-memory reliability guarantee follows without measured error statistics. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's memory readout circuits and Somekh-Baruch's decoding theory could test tolerance to an uncertain sensing threshold.","researcher_id":"r26","score":7,"source_ids":["b-s38","b-s40","b-s41"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Sweep receiver precision in a multiuser detector model and compare symbol error, stored state and circuit-energy proxies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A receiver architecture and measured circuit assumptions are needed before energy claims. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's low-power memory and sensor circuits can constrain the precision and duty cycle of Zaidel's cooperative wireless receiver.","researcher_id":"r31","score":7,"source_ids":["b-s40","b-s41","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Simulate a shared sensor-readout queue and compare batching with immediate service on energy proxies and missed deadlines.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/11; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A suitable hardware queue is not established; this is a low-overlap architecture-planning proposal. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen can model contention and schedules while Fish defines memory/sensor readout constraints in a low-power device.","researcher_id":"r29","score":6,"source_ids":["b-s40","b-s41","c-s01","c-s02"]}],"patents":{"coverage":"partial","note":"Twenty family representatives added across Bar-Ilan, Ben-Gurion, Technion, Mellanox-related and UTI contexts. The author's patent list and biography resolve Alex/Alexander and earlier affiliations. Three inspected same-family grants grouped; other known variants listed in notes. Flushing, NY antiseptic and Sydney mathematics namesakes were not attributed.","records":[{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US11586778B2"],"family_key":"google-family:66751377","identifier":"US11586778B2","original":false,"publication_date":"2023-02-21","source_ids":["pxb-s028","pxb-fish-list"],"title":"Secured memory","url":"https://patents.google.com/patent/US11586778B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US11321460B2"],"family_key":"google-family:67805687","identifier":"US11321460B2","original":false,"publication_date":"2022-05-03","source_ids":["pxb-s029","pxb-fish-list"],"title":"Information redistribution to reduce side channel leakage","url":"https://patents.google.com/patent/US11321460B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US11127455B2"],"family_key":"google-family:76091677","identifier":"US11127455B2","original":false,"publication_date":"2021-09-21","source_ids":["pxb-s030","pxb-fish-list"],"title":"Fin-FET gain cells","url":"https://patents.google.com/patent/US11127455B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination. Inspected same-family variant US10572619B2 (2020-02-25; assignee metadata Bar Ilan University) intentionally grouped under this representative; not another invention.","claim_ids":["pxb-c-r27-US11023632B2"],"family_key":"google-family:60785310","identifier":"US11023632B2","original":false,"publication_date":"2021-06-01","source_ids":["pxb-s031","pxb-fish-list","pxb-s034"],"title":"Pseudo-asynchronous digital circuit design","url":"https://patents.google.com/patent/US11023632B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US10991421B2"],"family_key":"google-family:61619370","identifier":"US10991421B2","original":false,"publication_date":"2021-04-27","source_ids":["pxb-s032","pxb-fish-list"],"title":"Complementary dual-modular redundancy memory cell","url":"https://patents.google.com/patent/US10991421B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US10951391B2"],"family_key":"google-family:58188771","identifier":"US10951391B2","original":false,"publication_date":"2021-03-16","source_ids":["pxb-s033","pxb-fish-list"],"title":"Randomized logic against side channel attacks","url":"https://patents.google.com/patent/US10951391B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US10521530B2"],"family_key":"google-family:61010534","identifier":"US10521530B2","original":false,"publication_date":"2019-12-31","source_ids":["pxb-s035","pxb-fish-list"],"title":"Data-dependent delay circuits","url":"https://patents.google.com/patent/US10521530B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University; Mellanox Technologies Ltd","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US10497410B2"],"family_key":"google-family:65518724","identifier":"US10497410B2","original":false,"publication_date":"2019-12-03","source_ids":["pxb-s036","pxb-fish-list"],"title":"High-density memory macro","url":"https://patents.google.com/patent/US10497410B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US20190187957A1"],"family_key":"google-family:66814473","identifier":"US20190187957A1","original":false,"publication_date":"2019-06-20","source_ids":["pxb-s037","pxb-fish-list"],"title":"Compact bit generator","url":"https://patents.google.com/patent/US20190187957A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US10169617B2"],"family_key":"google-family:54358262","identifier":"US10169617B2","original":false,"publication_date":"2019-01-01","source_ids":["pxb-s039","pxb-fish-list"],"title":"Multi-topology logic gates","url":"https://patents.google.com/patent/US10169617B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US10002660B2"],"family_key":"google-family:59999621","identifier":"US10002660B2","original":false,"publication_date":"2018-06-19","source_ids":["pxb-s038","pxb-fish-list"],"title":"Transistor gain cell with feedback","url":"https://patents.google.com/patent/US10002660B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination. Inspected same-family variant US8901965B2 (2014-12-02; assignee metadata Ben Gurion University of the Negev Research and Development Authority Ltd) intentionally grouped under this representative; not another invention.","claim_ids":["pxb-c-r27-US9430598B2"],"family_key":"google-family:47628690","identifier":"US9430598B2","original":false,"publication_date":"2016-08-30","source_ids":["pxb-s040","pxb-fish-list","pxb-s042"],"title":"Dual mode logic circuits","url":"https://patents.google.com/patent/US9430598B2/en","verification":"publication-inspected"},{"assignee":"Ben Gurion University of the Negev Research and Development Authority Ltd; Bar Ilan University","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US20150253502A1"],"family_key":"google-family:50277724","identifier":"US20150253502A1","original":false,"publication_date":"2015-09-10","source_ids":["pxb-s041","pxb-fish-list"],"title":"Integrated circuit with photonic elements","url":"https://patents.google.com/patent/US20150253502A1/en","verification":"publication-inspected"},{"assignee":"Ben Gurion University of the Negev Research and Development Authority Ltd","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US8773895B2"],"family_key":"google-family:47090133","identifier":"US8773895B2","original":false,"publication_date":"2014-07-08","source_ids":["pxb-s043","pxb-fish-list"],"title":"Ultra low power memory cell with a supply feedback loop configured for minimal leakage operation","url":"https://patents.google.com/patent/US8773895B2/en","verification":"publication-inspected"},{"assignee":"Ben Gurion University of the Negev Research and Development Authority Ltd","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US8531873B2"],"family_key":"google-family:47090132","identifier":"US8531873B2","original":false,"publication_date":"2013-09-10","source_ids":["pxb-s044","pxb-fish-list"],"title":"Ultra low power SRAM cell circuit with a supply feedback loop for near and sub threshold operation","url":"https://patents.google.com/patent/US8531873B2/en","verification":"publication-inspected"},{"assignee":"UTI LP","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US8280098B2"],"family_key":"google-family:41319101","identifier":"US8280098B2","original":false,"publication_date":"2012-10-02","source_ids":["pxb-s045","pxb-fish-list"],"title":"Digital watermarking CMOS sensor","url":"https://patents.google.com/patent/US8280098B2/en","verification":"publication-inspected"},{"assignee":"Technion Research and Development Foundation Ltd","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination. Inspected same-family variant US8004316B2 (2011-08-23; assignee metadata Technion Research and Development Foundation Ltd) intentionally grouped under this representative; not another invention.","claim_ids":["pxb-c-r27-US8188767B2"],"family_key":"google-family:36829688","identifier":"US8188767B2","original":false,"publication_date":"2012-05-29","source_ids":["pxb-s046","pxb-fish-list","pxb-s048"],"title":"Logic circuit and method of logic circuit design","url":"https://patents.google.com/patent/US8188767B2/en","verification":"publication-inspected"},{"assignee":"Technion Research and Development Foundation Ltd","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US8161427B2"],"family_key":"google-family:32684871","identifier":"US8161427B2","original":false,"publication_date":"2012-04-17","source_ids":["pxb-s047","pxb-fish-list"],"title":"Logic circuit and method of logic circuit design","url":"https://patents.google.com/patent/US8161427B2/en","verification":"publication-inspected"},{"assignee":"Ben Gurion University of the Negev Research and Development Authority Ltd","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US7990451B2"],"family_key":"google-family:39430147","identifier":"US7990451B2","original":false,"publication_date":"2011-08-02","source_ids":["pxb-s049","pxb-fish-list"],"title":"Optical pixel and image sensor","url":"https://patents.google.com/patent/US7990451B2/en","verification":"publication-inspected"},{"assignee":"Ben Gurion University of the Negev Research and Development Authority Ltd","attribution_note":"Named inventor Alexander Fish; identity corroborated by the researcher's own patent portfolio and earlier Technion/Ben-Gurion career. Assignee is the captured publication metadata, not a current-ownership determination.","claim_ids":["pxb-c-r27-US20090094570A1"],"family_key":"google-family:37806204","identifier":"US20090094570A1","original":false,"publication_date":"2009-04-09","source_ids":["pxb-s050","pxb-fish-list"],"title":"Configurable Asic-based Sensing Circuit","url":"https://patents.google.com/patent/US20090094570A1/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US12261600B2","original":true,"publication_date":null,"source_ids":["b-s42"],"title":"Method for mitigation of droop timing errors including a droop detector and dual mode logic","url":"https://patents.google.com/patent/US12261600B2/en","verification":"original-snapshot"}],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Twenty family representatives added across Bar-Ilan, Ben-Gurion, Technion, Mellanox-related and UTI contexts. The author's patent list and biography resolve Alex/Alexander and earlier affiliations. Three inspected same-family grants grouped; other known variants listed in notes. Flushing, NY antiseptic and Sydney mathematics namesakes were not attributed.","query":"\"Alexander Fish\" patents inventor","url":"https://www.google.com/search?q=%22Alexander%20Fish%22%20patents%20inventor"},{"access":"read","observation":"US11586778B2. Inventors: Robert GITERMAN; Itamar LEVI; Yoav Weizman; Osnat Keren; Alexander Fish; Maoz VIZENTOVSKI. Recorded assignee metadata: Bar Ilan University. Issue date: 2023-02-21. Family ID=66751377.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US11586778B2/en"},{"access":"read","observation":"US11321460B2. Inventors: Alexander Fish; Osnat Keren; Yoav Weizman; Matan ELKONI. Recorded assignee metadata: Bar Ilan University. Issue date: 2022-05-03. Family ID=67805687.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US11321460B2/en"},{"access":"read","observation":"US11127455B2. Inventors: Adam TEMAN; Amir Shalom; Robert GITERMAN; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2021-09-21. Family ID=76091677.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US11127455B2/en"},{"access":"read","observation":"US11023632B2. Inventors: Itamar LEVI; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2021-06-01. Family ID=60785310.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US11023632B2/en"},{"access":"read","observation":"US10991421B2. Inventors: Robert GITERMAN; Lior ATIAS; Adam TEMAN; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2021-04-27. Family ID=61619370.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10991421B2/en"},{"access":"read","observation":"US10951391B2. Inventors: Moshe AVITAL; Itamar Levy; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2021-03-16. Family ID=58188771.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10951391B2/en"},{"access":"read","observation":"US10572619B2. Inventors: Itamar LEVI; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2020-02-25. Family ID=60785310.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10572619B2/en"},{"access":"read","observation":"US10521530B2. Inventors: Itamar LEVI; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2019-12-31. Family ID=61010534.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10521530B2/en"},{"access":"read","observation":"US10497410B2. Inventors: Elad Mentovich; Narkis Geuli; Robert GITERMAN; Alexander Fish; Adam TEMAN. Recorded assignee metadata: Bar Ilan University; Mellanox Technologies Ltd. Issue date: 2019-12-03. Family ID=65518724.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10497410B2/en"},{"access":"read","observation":"US20190187957A1. Inventors: Moshe AVITAL; Anatoli Mordakhay; Yoav Weizman; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Publication date was not captured in the structured metadata; left null. Family ID=66814473.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20190187957A1/en"},{"access":"read","observation":"US10002660B2. Inventors: Robert GITERMAN; Adam TEMAN; Pascal MEINERZHAGEN; Andreas Burg; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2018-06-19. Family ID=59999621.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10002660B2/en"},{"access":"read","observation":"US10169617B2. Inventors: Alexander Fish; Moshe AVITAL; Hadar DAGAN; Osnat Keren. Recorded assignee metadata: Bar Ilan University. Issue date: 2019-01-01. Family ID=54358262.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US10169617B2/en"},{"access":"read","observation":"US9430598B2. Inventors: Alexander Fish; Asaf Kaizerman; Itamar Levy; Sagi Fisher. Recorded assignee metadata: Bar Ilan University. Issue date: 2016-08-30. Family ID=47628690.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US9430598B2/en"},{"access":"read","observation":"US20150253502A1. Inventors: Alexander Fish; Zeev Zalevsky; Amihai Meiri; Ori Bass. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd; Bar Ilan University. Publication date was not captured in the structured metadata; left null. Family ID=50277724.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20150253502A1/en"},{"access":"read","observation":"US8901965B2. Inventors: Alexander Fish; Asaf Kaizerman; Sagi Fisher; Itamar Levy. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Issue date: 2014-12-02. Family ID=47628690.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US8901965B2/en"},{"access":"read","observation":"US8773895B2. Inventors: Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Issue date: 2014-07-08. Family ID=47090133.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US8773895B2/en"},{"access":"read","observation":"US8531873B2. Inventors: Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Issue date: 2013-09-10. Family ID=47090132.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US8531873B2/en"},{"access":"read","observation":"US8280098B2. Inventors: Orly Yadid-Pecht; Yonatan Shoshan; Alexander Fish. Recorded assignee metadata: UTI LP. Issue date: 2012-10-02. Family ID=41319101.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US8280098B2/en"},{"access":"read","observation":"US8188767B2. Inventors: Alexander Fish; Arkadiy Morgenshtein. Recorded assignee metadata: Technion Research and Development Foundation Ltd. Issue date: 2012-05-29. Family ID=36829688.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US8188767B2/en"},{"access":"read","observation":"US8161427B2. Inventors: Arkadiy Morgenshtein; Alexander Fish; Israel A. Wagner. Recorded assignee metadata: Technion Research and Development Foundation Ltd. Issue date: 2012-04-17. Family ID=32684871.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US8161427B2/en"},{"access":"read","observation":"US8004316B2. Inventors: Alexander Fish; Arkadiy Morgenshtein. Recorded assignee metadata: Technion Research and Development Foundation Ltd. Issue date: 2011-08-23. Family ID=36829688.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US8004316B2/en"},{"access":"read","observation":"US7990451B2. Inventors: Alexander Belenky; Alexander Fish; Orly Yadid-Pecht. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Issue date: 2011-08-02. Family ID=39430147.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US7990451B2/en"},{"access":"read","observation":"US20090094570A1. Inventors: Evgeny Artyomov; Alexander Fish; Orly Yadid-Pecht; Boris Maliatski. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Publication date was not captured in the structured metadata; left null. Family ID=37806204.","query":"Individual patent publication inspection","url":"https://patents.google.com/patent/US20090094570A1/en"},{"access":"read","observation":"The university-hosted inventor list links the circuit, memory and image-sensor portfolio to Alex Fish. It explicitly includes Technion-era logic patents, Ben-Gurion-era optical pixels and SRAM, and later Bar-Ilan work. Its randomized-logic patent number is truncated to 10,951,39; the inspected patent page supplies US10951391B2.","query":"Researcher-controlled career/patent list inspection","url":"https://www.eng.biu.ac.il/fishale/patents/"},{"access":"read","observation":"Direct HTTP 403; web-reader read inventor page 1.","query":"Career, inventor portfolio or candidate inspection","url":"https://patents.justia.com/inventor/alexander-fish"},{"access":"read","observation":"Older circuit and memory patent candidates inspected in index.","query":"Career, inventor portfolio or candidate inspection","url":"https://patents.justia.com/inventor/alexander-fish?page=2"},{"access":"read","observation":"Technion and Ben-Gurion circuit/sensor candidates found; namesake antiseptic formulation not attributed.","query":"Career, inventor portfolio or candidate inspection","url":"https://patents.justia.com/inventor/alexander-fish?page=3"}]},"researcher_id":"r27","review_status":"partial"},"r28":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-lapata","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Create a small adjudicated corpus of 50 source documents and measure alignment precision, omission, and provenance retention.","identity_condition":"verified-profiles","institution":"University of Edinburgh","name":"Mirella Lapata","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Her long-context understanding, generation, and probabilistic NLP could complement scalable synthesis and uncertainty handling; no willingness is asserted.","score":10,"source_ids":["b-s44","b-s45","b-s46","b-s47","pxe-s-lapata"],"url":"https://www.research.ed.ac.uk/en/persons/mirella-lapata/"},{"candidate_id":"ex-manning","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare retrieved evidence with generated assertions on an annotated set of paraphrases and contradictions using a small open scientific-document corpus with human-labelled proposition-to-source links and a separate patent-text subset if available. Compare entailment precision, retrieval recall and unsupported-claim rate with extractive summaries with a fixed retrieval budget.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Christopher Manning","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ori Ernst's proposition-level clustering, summary-source alignment can be paired with Christopher Manning's documented natural-language inference, summarization for provenance-aware synthesis of scientific and patent evidence. The specific contribution is natural-language entailment and retrieval; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s44","b-s45","b-s46","pxe-s-manning"],"url":"https://nlp.stanford.edu/~manning/"},{"candidate_id":"ex-jurafsky","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Perturb wording, social framing and answer incentives while keeping underlying evidence fixed using a small open scientific-document corpus with human-labelled proposition-to-source links and a separate patent-text subset if available. Compare semantic consistency, sycophancy and subgroup differences with extractive summaries with a fixed retrieval budget.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Dan Jurafsky","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The official page lists sabbatical during 2026-2027; availability is not inferred.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ori Ernst's proposition-level clustering, summary-source alignment can be paired with Dan Jurafsky's documented natural-language processing, language and society for provenance-aware synthesis of scientific and patent evidence. The specific contribution is language behaviour and semantic alignment; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s44","b-s45","b-s46","pxe-s-jurafsky"],"url":"https://web.stanford.edu/~jurafsky/"},{"candidate_id":"ex-bronstein","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a proposition-link graph model with independent sentence clustering using a small open scientific-document corpus with human-labelled proposition-to-source links and a separate patent-text subset if available. Compare alignment accuracy and coverage of cross-document relations with extractive summaries with a fixed retrieval budget.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Michael Bronstein","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test. The refreshed Oxford profile also lists an Aithyra scientific-director role; the original Oxford institution string is preserved.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ori Ernst's proposition-level clustering, summary-source alignment can be paired with Michael Bronstein's documented geometric deep learning, graph neural networks for provenance-aware synthesis of scientific and patent evidence. The specific contribution is graph structure over propositions; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s25","b-s44","b-s45","b-s46","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"candidate_id":"ex-carley","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Construct a document/proposition/source network and compare it with shuffled provenance edges using a small open scientific-document corpus with human-labelled proposition-to-source links and a separate patent-text subset if available. Compare misattribution detection and unsupported cross-source links with extractive summaries with a fixed retrieval budget.","identity_condition":"verified-profiles","institution":"Carnegie Mellon University","name":"Kathleen M. Carley","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ori Ernst's proposition-level clustering, summary-source alignment can be paired with Kathleen M. Carley's documented dynamic network analysis, social cybersecurity for provenance-aware synthesis of scientific and patent evidence. The specific contribution is semantic-network provenance checks; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s17","b-s44","b-s45","b-s46","pxe-s-carley"],"url":"https://www.cmu.edu/casos-center/people/carley.html"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a small open scientific-document corpus with human-labelled proposition-to-source links and a separate patent-text subset if available. Compare calibration error, risk-coverage and confident-error rate with extractive summaries with a fixed retrieval budget.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ori Ernst's proposition-level clustering, summary-source alignment can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for provenance-aware synthesis of scientific and patent evidence. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s29","b-s44","b-s45","b-s46","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare two source-sampling or selection algorithms under the same token budget using a small open scientific-document corpus with human-labelled proposition-to-source links and a separate patent-text subset if available. Compare evidence coverage, rare-claim loss and runtime with extractive summaries with a fixed retrieval budget.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 2+2+3): topic overlap 2/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ori Ernst's proposition-level clustering, summary-source alignment can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for provenance-aware synthesis of scientific and patent evidence. The specific contribution is budgeted selection of source propositions; this transfer is an analyst hypothesis.","score":7,"source_ids":["b-s44","b-s45","b-s46","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-uhler","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Remove or contradict one cited premise at a time and compare the resulting summary claims using a small open scientific-document corpus with human-labelled proposition-to-source links and a separate patent-text subset if available. Compare response to evidence interventions and persistence of unsupported claims with extractive summaries with a fixed retrieval budget.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+2+3): topic overlap 2/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ori Ernst's proposition-level clustering, summary-source alignment can be paired with Caroline Uhler's documented causal inference, generative modelling for provenance-aware synthesis of scientific and patent evidence. The specific contribution is causal tests of evidence dependence; this transfer is an analyst hypothesis.","score":7,"source_ids":["b-s44","b-s45","b-s46","c-s33","pxe-s-uhler"],"url":"https://jclinic.mit.edu/team-member/caroline-uhler/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Create a small synthetic document set with explicit proposition-to-source truth labels. Compare task-selected evidence snippets with uniform truncation at the same token budget, feeding both into the same summarizer. Report supported-proposition recall, false support and downstream unsupported assertions; keep retrieval candidates and scoring keys fixed.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Task-oriented information compression can target proposition retention, but generic estimation error is not a summary-quality metric and the method transfer remains indirect. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Task-oriented information compression can target proposition retention, but generic estimation error is not a summary-quality metric and the method transfer remains indirect. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Ori Ernst with Gregory Wornell: Task-oriented information compression can target proposition retention, but generic estimation error is not a summary-quality metric and the method transfer remains indirect.","score":7,"source_ids":["b-s44","b-s45","b-s46","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-piech","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Draft two proposition-to-source annotation rubrics and exercise them against ten synthetic cases with stipulated correct labels. Compare rubric coverage of known error types and estimated annotation steps. A later blinded two-rater pilot would compare the rubrics on the same items by agreement and time, with annotator access and consent confirmed first.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Chris Piech","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test. Post-review scope: Evaluation-design expertise could improve the annotation process; inter-rater agreement evaluates that process and is not a comparator for an extractive summarizer. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Evaluation-design expertise could improve the annotation process; inter-rater agreement evaluates that process and is not a comparator for an extractive summarizer. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Ori Ernst with Chris Piech: Evaluation-design expertise could improve the annotation process; inter-rater agreement evaluates that process and is not a comparator for an extractive summarizer.","score":6,"source_ids":["a-s18","b-s44","b-s45","b-s46","pxe-s-piech"],"url":"https://ed.stanford.edu/about/community/christopher-piech"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Corrupt one supporting passage in an open multi-document corpus and compare unsupported propositions and retained counterevidence against an unaligned summarizer.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/11; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o01. No strictly higher-scoring candidate displaces this original. A public-text benchmark is straightforward; robustness beyond the selected corruption family remains untested. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ernst's proposition-to-source alignment supplies auditable units for Fetaya's adversarial evaluation; the shared question is whether a summarizer preserves support under misleading input.","researcher_id":"r22","score":10,"source_ids":["b-s24","b-s44","b-s45","b-s46"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: On an adjudicated open corpus, compare uncertainty-based review with random review at the same budget; measure unsupported statements missed.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/11; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o01. Higher-scoring r22 (10/10) precedes this original; its own rank reflects the following limitation: Strong NLP overlap, with partially overlapping modelling roles rather than a new measurement modality. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ernst supplies proposition clusters and Goldberger supplies statistical language modelling and uncertainty estimation to decide which summary statements need review.","researcher_id":"r23","score":9,"source_ids":["b-s26","b-s27","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Create a synthetic timestamped incident corpus and compare event-grounded summaries with ordinary summaries on ordering errors and unsupported links.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Temporal association must not be rewritten as causal coordination or malicious intent. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin can identify temporal event structure and Ernst can preserve source support when summarizing network incidents.","researcher_id":"r19","score":8,"source_ids":["b-s15","b-s16","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Generate synthetic allocation cases and compare source-aligned explanations with ordinary summaries on omitted constraints and incorrect cost statements.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A faithful explanation does not prove that the underlying policy is optimal or fair. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Singer can specify a decision policy and its cost tradeoffs while Ernst can link an explanatory summary to the actual policy inputs and outputs.","researcher_id":"r24","score":8,"source_ids":["b-s30","b-s31","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Summarize synthetic queue logs with known bottlenecks and compare proposition alignment with ungrounded narrative on causal overstatement.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Simulation supports controlled testing only; actual hospital process access is unconfirmed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen's process and queueing model can produce auditable events that Ernst summarizes without inventing bottleneck causes.","researcher_id":"r29","score":8,"source_ids":["b-s44","b-s45","b-s46","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare summaries of synthetic scheduling traces on constraint attribution, missed exceptions and unsupported fairness statements.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. An explanation must distinguish the rule followed from the desirability of the resulting allocation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ilan Cohen's online allocation decisions provide explicit constraints and state changes for Ernst's proposition-aligned explanations.","researcher_id":"r37","score":8,"source_ids":["b-s44","b-s45","b-s46","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On a small open image-caption evidence set, inject mismatches and compare abstention and source-attribution errors with a text-only baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 7/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. This is a transfer hypothesis; Shavit's cited camera-localization work does not establish summarization expertise. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ernst's source-aligned text and Shavit's multimodal uncertainty direction could test when summaries should abstain if image and text evidence conflict.","researcher_id":"r39","score":8,"source_ids":["b-s44","b-s45","b-s46","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Prepare two versions of ten synthetic research briefs, with and without source alignment, and pilot an error-correction rubric before any approved participant study.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r07: Conditional later role: design a separately approved researcher-use study of noticing and correcting unsupported recommendations.","ranking_note":"Rank 8/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. An added candidate, r19 (8/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Human evaluation requires consent and a separately scoped use study; citation visibility alone is not evidence of better decisions. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's organizational AI-adoption research complements Ernst's traceable summaries by testing whether people use provenance when correcting research advice.","researcher_id":"r07","score":7,"source_ids":["a-s22","a-s23","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Adjudicate a small open single-cell paper set and compare source-aligned summaries on state-label accuracy and omitted experimental limitations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Domain review is essential; source alignment cannot establish the truth of a biological claim. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky can define biologically meaningful cell-state claims and Ernst can test whether summaries preserve their exact supporting evidence and caveats.","researcher_id":"r21","score":7,"source_ids":["b-s21","b-s44","b-s45","b-s46"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":true,"first_test":"Proposed first test: Specify a toy statement that each released sentence maps to an allowed source index; benchmark proof size and verification cost on synthetic inputs.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r38: Conditional later role: only after a protected-input threat model exists, specify a computation or access-policy statement that can be proven without revealing inputs.","ranking_note":"Rank 10/11; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o01. An added candidate, r19 (8/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The original later-stage role needs a protected-input threat model and a tractable proof statement before implementation. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ernst can specify a source-alignment computation and Mor Weiss can ask whether its execution can be proven without exposing protected inputs; a proof would not establish scientific truth.","researcher_id":"r38","score":6,"source_ids":["b-s44","b-s45","b-s46","c-s27"]},{"components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, package ten open-text summary tasks with source passages and pilot whether teams can submit auditable outputs.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 11/11; fit 5/10 (1 topic overlap + 2 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Event coordination is documented; NLP research capability and evaluator expertise are not established for Simonovsky. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate an agent-prototype exercise whose source-alignment task and scientific rubric are defined by Ernst.","researcher_id":"r05","score":5,"source_ids":["a-s16","a-s17","b-s44","b-s45","b-s46"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Exact-name patent and Google Patents-domain searches produced no attributable inventor entry. A patent-related result citing an Ori Ernst paper is not inventor evidence. BIU article reopening failed; no absence inference was made. Baseline NLP identity remains preserved.","records":[],"searches":[{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name patent and Google Patents-domain searches produced no attributable inventor entry. A patent-related result citing an Ori Ernst paper is not inventor evidence. BIU article reopening failed; no absence inference was made. Baseline NLP identity remains preserved.","query":"\"Ori Ernst\" patent","url":"https://www.google.com/search?q=%22Ori%20Ernst%22%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name patent and Google Patents-domain searches produced no attributable inventor entry. A patent-related result citing an Ori Ernst paper is not inventor evidence. BIU article reopening failed; no absence inference was made. Baseline NLP identity remains preserved.","query":"\"Ori Ernst\" inventor patent","url":"https://www.google.com/search?q=%22Ori%20Ernst%22%20inventor%20patent"},{"access":"search-results-only","observation":"Discovery query executed without assignee or institutional restriction; results treated as pointers only. Exact-name patent and Google Patents-domain searches produced no attributable inventor entry. A patent-related result citing an Ori Ernst paper is not inventor evidence. BIU article reopening failed; no absence inference was made. Baseline NLP identity remains preserved.","query":"\"Ori Ernst\" site:patents.google.com","url":"https://www.google.com/search?q=%22Ori%20Ernst%22%20site%3Apatents.google.com"},{"access":"deferred","observation":"Internal Error; baseline identity preserved; failure is not an absence signal.","query":"Career, inventor portfolio or candidate inspection","url":"https://www.biu.ac.il/en/article/11676"}]},"researcher_id":"r28","review_status":"partial"},"r29":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-aalst","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"On a synthetic emergency-department event log, compare a baseline schedule with a process-mined stochastic policy on delay, capacity and robustness metrics.","identity_condition":"verified-profiles","institution":"RWTH Aachen University","name":"Wil van der Aalst","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"His Process and Data Science group supplies process-mining and conformance-checking capability complementary to Cohen's stochastic operations models; this is a proposed match, not evidence of collaboration or willingness.","score":10,"source_ids":["c-s01","c-s02","c-s03","pxe-s-aalst"],"url":"https://www.vdaalst.rwth-aachen.de/"},{"candidate_id":"ex-bertsimas","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare a constrained optimization policy with a fixed rule using the same forecasts and capacity limits using a synthetic hospital-flow event log and queueing simulator with missing events and demand shocks. Compare objective value, feasibility and sensitivity to misspecified inputs with a static flow model with identical resources.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Dimitris Bertsimas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Izack Cohen's stochastic optimization, project scheduling can be paired with Dimitris Bertsimas's documented optimization, machine learning for privacy-preserving hospital flow digital twin. The specific contribution is optimization-based prescriptive decisions; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s37","c-s01","c-s02","pxe-s-bertsimas"],"url":"https://mitsloan.mit.edu/faculty/directory/dimitris-bertsimas"},{"candidate_id":"ex-powell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Replay two sequential policies on identical stochastic event streams with delayed observations using a synthetic hospital-flow event log and queueing simulator with missing events and demand shocks. Compare cumulative cost, constraint violations and worst-case regret proxies with a static flow model with identical resources.","identity_condition":"verified-profiles","institution":"Princeton University","name":"Warren Buckler Powell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Izack Cohen's stochastic optimization, project scheduling can be paired with Warren Buckler Powell's documented sequential decision analytics, optimization under uncertainty for privacy-preserving hospital flow digital twin. The specific contribution is sequential decisions under uncertainty; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s32","c-s01","c-s02","pxe-s-powell"],"url":"https://dof.princeton.edu/people/warren-buckler-powell"},{"candidate_id":"ex-athey","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Predefine a randomized or valid quasi-experimental comparison of the rule against current practice before estimating benefit using a synthetic hospital-flow event log and queueing simulator with missing events and demand shocks. Compare heterogeneous effects, uncertainty intervals and sensitivity to confounding with a static flow model with identical resources.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Susan Athey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Izack Cohen's stochastic optimization, project scheduling can be paired with Susan Athey's documented causal inference and machine learning, adaptive experiments for privacy-preserving hospital flow digital twin. The specific contribution is causal evaluation of a proposed decision rule; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s01","c-s02","pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"candidate_id":"ex-carley","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a temporal network model with a shuffled-edge null while preserving activity rates using a synthetic hospital-flow event log and queueing simulator with missing events and demand shocks. Compare false alarms, lead time and sensitivity to network sampling with a static flow model with identical resources.","identity_condition":"verified-profiles","institution":"Carnegie Mellon University","name":"Kathleen M. Carley","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Izack Cohen's stochastic optimization, project scheduling can be paired with Kathleen M. Carley's documented dynamic network analysis, social cybersecurity for privacy-preserving hospital flow digital twin. The specific contribution is temporal network and organizational simulation; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s17","c-s01","c-s02","pxe-s-carley"],"url":"https://www.cmu.edu/casos-center/people/carley.html"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a synthetic hospital-flow event log and queueing simulator with missing events and demand shocks. Compare tail latency, failure rate and sensitivity to the event distribution with a static flow model with identical resources.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Izack Cohen's stochastic optimization, project scheduling can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for privacy-preserving hospital flow digital twin. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s01","c-s02","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a synthetic hospital-flow event log and queueing simulator with missing events and demand shocks. Compare generalization error, calibration and the sample-size threshold with a static flow model with identical resources.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Izack Cohen's stochastic optimization, project scheduling can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for privacy-preserving hospital flow digital twin. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s01","c-s02","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-roth","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Simulate two allocation mechanisms with fixed preferences and capacity, including strategic misreporting using a synthetic hospital-flow event log and queueing simulator with missing events and demand shocks. Compare unmatched demand, stability, fairness and manipulability with a static flow model with identical resources.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Alvin E. Roth","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Izack Cohen's stochastic optimization, project scheduling can be paired with Alvin E. Roth's documented market design, matching for privacy-preserving hospital flow digital twin. The specific contribution is allocation rules, incentives and matching; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s01","c-s02","c-s26","pxe-s-roth"],"url":"https://www.economics.harvard.edu/people/alvin-roth"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a synthetic hospital-flow event log and queueing simulator with missing events and demand shocks. Compare estimation error, calibration and bits per valid decision with a static flow model with identical resources.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Izack Cohen's stochastic optimization, project scheduling can be paired with Gregory Wornell's documented signal processing, statistical inference for privacy-preserving hospital flow digital twin. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s01","c-s02","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-goldsmith","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Model two hospital service queues with arrivals, available slots and hard service constraints, explicitly mapping only a constrained-allocation concept from communications. Compare backlog-responsive and fixed-share service allocation on identical synthetic events by waiting time, deadline misses and unmet demand. Exclude radio power/interference metrics and stop if the operational constraints invalidate the analogy.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: The proposed contribution is an indirect resource-allocation analogy, not a wireless model of hospital flow; the service-capacity mapping needs validation. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 5 = max(1, 1+2+2): topic overlap 1/4, complementarity 2/3, feasible first test 2/3. The proposed contribution is an indirect resource-allocation analogy, not a wireless model of hospital flow; the service-capacity mapping needs validation. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Izack Cohen with Andrea Goldsmith: The proposed contribution is an indirect resource-allocation analogy, not a wireless model of hospital flow; the service-capacity mapping needs validation.","score":5,"source_ids":["a-s21","c-s01","c-s02","c-s07","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Build one synthetic service queue and compare fixed staffing with two adaptive policies on delay, overtime and unmet demand.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/12; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o03. No strictly higher-scoring candidate displaces this original. Both document operational decision methods; synthetic feasibility does not establish hospital benefit. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen's queueing and process models complement Singer's stochastic control and prescriptive learning for demand-dependent capacity decisions.","researcher_id":"r24","score":10,"source_ids":["b-s30","b-s31","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Replay a synthetic arrival stream under a static schedule and an online rule; report waiting-time tails, regret and group allocation gaps.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r37: Conditional later role: add online/fair-allocation rules if the chosen service decision requires them.","ranking_note":"Rank 2/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o03. Higher-scoring r24 (10/10) precedes this original; its own rank reflects the following limitation: The original later-stage allocation role is needed only if the service problem requires online or fairness constraints. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen can define a stochastic service process while Ilan Cohen supplies online scheduling and fair-allocation rules for arrivals not known in advance.","researcher_id":"r37","score":9,"source_ids":["c-s01","c-s02","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare plug-in demand forecasts with interval-aware queue policies on simulated waiting-time tails and capacity violations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The forecasting model and queue assumptions must be calibrated separately. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger's statistical uncertainty can propagate uncertain demand predictions into Izack Cohen's queueing decisions.","researcher_id":"r23","score":9,"source_ids":["b-s26","b-s27","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare nominal and robust schedules in one synthetic queue on waiting-time tails and capacity violations.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 4/12; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. This conditional roster match is not a confirmed Bar-Ilan team. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization could test how Izack Cohen's service schedules behave under uncertain arrivals and capacity.","researcher_id":"r25","score":9,"source_ids":["b-s34","b-s35","b-s36","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate a multi-project queue with server failures and compare static buffers with online rescheduling on delay and recovery cost.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The workload is synthetic; operational staffing decisions require domain validation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen's stochastic project scheduling and Medina's fault-tolerant online algorithms can test schedules when resources fail unexpectedly.","researcher_id":"r30","score":9,"source_ids":["c-s01","c-s02","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Attach synthetic skill and shift constraints to a queueing model; compare delay improvement against workload concentration and infeasible assignments.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/12; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o03. An added candidate, r23 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A synthetic feasibility test is available, but worker interpretation and an approved study are required before operational recommendations. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's workforce fit and organizational research can expose staffing burdens hidden by Izack Cohen's service-process optimization.","researcher_id":"r07","score":8,"source_ids":["a-s22","a-s23","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Generate event logs with known bottlenecks and compare a queue-only detector with a temporal-network feature extension on false alarms and detection delay.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r19: Conditional later role: test temporal network signals only if approved event-network data adds value beyond the queueing baseline.","ranking_note":"Rank 7/12; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o03. An added candidate, r23 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Synthetic signals must beat the simpler process baseline before requesting governed real event-network data. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin's temporal network signals could identify coordination patterns that Izack Cohen's queueing model misses in a service workflow.","researcher_id":"r19","score":8,"source_ids":["b-s15","b-s16","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Summarize synthetic queue logs with known bottlenecks and compare proposition alignment with ungrounded narrative on causal overstatement.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/12; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Simulation supports controlled testing only; actual hospital process access is unconfirmed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen's process and queueing model can produce auditable events that Ernst summarizes without inventing bottleneck causes.","researcher_id":"r28","score":8,"source_ids":["b-s44","b-s45","b-s46","c-s01","c-s02"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Replay an open or synthetic workload trace through two memory-service policies and compare queue tails, throughput and traffic.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/12; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Service-operation expertise transfers as a modelling hypothesis, not demonstrated accelerator design. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen's queueing and resource-allocation methods can evaluate contention in Yavits's memory-centric accelerators.","researcher_id":"r32","score":8,"source_ids":["c-s01","c-s02","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compute aggregate queue occupancy from synthetic distributed logs and compare secure and plaintext methods on equality, overhead and information exposure.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/12; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Access governance and output leakage remain outside a simple cryptographic benchmark. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen can define a process statistic needed for queue management and Mor Weiss can examine privacy-preserving computation of that statistic.","researcher_id":"r38","score":7,"source_ids":["c-s01","c-s02","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Simulate a shared sensor-readout queue and compare batching with immediate service on energy proxies and missed deadlines.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/12; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A suitable hardware queue is not established; this is a low-overlap architecture-planning proposal. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen can model contention and schedules while Fish defines memory/sensor readout constraints in a low-power device.","researcher_id":"r27","score":6,"source_ids":["b-s40","b-s41","c-s01","c-s02"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, create a workshop brief around one synthetic bottleneck with a common event-log format and reproducibility checklist.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 12/12; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. The process model and scientific interpretation belong to Izack Cohen, not to an inferred Simonovsky research role. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could organize a bounded process-modelling prototype exercise specified by Izack Cohen.","researcher_id":"r05","score":4,"source_ids":["a-s16","a-s17","c-s01","c-s02"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Exact-name and ComPair expansion plus first-party profile inspection produced no attributable patent entry. Common Itzik/Isaac Cohen names were not conflated with Izack. Searches do not cover every spelling, patent office, unpublished application or historical employer; no absence claim.","records":[],"searches":[{"access":"read","observation":"Exact-name and ComPair expansion plus first-party profile inspection produced no attributable patent entry. Common Itzik/Isaac Cohen names were not conflated with Izack. Searches do not cover every spelling, patent office, unpublished application or historical employer; no absence claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Izack Cohen\" patent","url":"https://www.google.com/search?q=%22Izack%20Cohen%22%20patent"},{"access":"read","observation":"Exact-name and ComPair expansion plus first-party profile inspection produced no attributable patent entry. Common Itzik/Isaac Cohen names were not conflated with Izack. Searches do not cover every spelling, patent office, unpublished application or historical employer; no absence claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Izack Cohen\" \"patents\" OR \"patent\" -site:arxiv.org","url":"https://www.google.com/search?q=%22Izack%20Cohen%22%20%22patents%22%20OR%20%22patent%22%20-site%3Aarxiv.org"},{"access":"read","observation":"Exact-name and ComPair expansion plus first-party profile inspection produced no attributable patent entry. Common Itzik/Isaac Cohen names were not conflated with Izack. Searches do not cover every spelling, patent office, unpublished application or historical employer; no absence claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Izack Cohen\" patent \"ComPair\"","url":"https://www.google.com/search?q=%22Izack%20Cohen%22%20patent%20%22ComPair%22"},{"access":"read","observation":"Exact-name and ComPair expansion plus first-party profile inspection produced no attributable patent entry. Common Itzik/Isaac Cohen names were not conflated with Izack. Searches do not cover every spelling, patent office, unpublished application or historical employer; no absence claim.","query":"Inspect portfolio or first-party identity anchor","url":"https://izackcohen.com/"}]},"researcher_id":"r29","review_status":"partial"},"r30":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-haeupler","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Simulate message corruption and dropped participants with a fixed communication budget using a 100-node edge-network simulator with independently injected link and memory faults. Compare correct-completion rate and communication overhead with static redundancy and fixed routing with the same resource budget.","identity_condition":"verified-profiles","institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Medina's reliable hardware theory, online algorithms can be paired with Bernhard Haeupler's documented interactive coding, distributed algorithms for self-healing edge networks for intermittent sensing. The specific contribution is noise-resilient distributed protocols; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s10","c-s04","pxe-s-haeupler"],"url":"https://people.inf.ethz.ch/haeuplb/"},{"candidate_id":"ex-calderbank","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare structured coding with a repetition baseline under a fixed corruption/noise model using a 100-node edge-network simulator with independently injected link and memory faults. Compare error rate, decoding cost and redundancy budget with static redundancy and fixed routing with the same resource budget.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Medina's reliable hardware theory, online algorithms can be paired with Robert Calderbank's documented space-time coding, quantum error correction for self-healing edge networks for intermittent sensing. The specific contribution is structured redundancy and error correction; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s04","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-kalai","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare verification protocols on a tiny computation while corrupting messages or intermediate answers using a 100-node edge-network simulator with independently injected link and memory faults. Compare soundness, round complexity and tolerance to corrupted interaction with static redundancy and fixed routing with the same resource budget.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Yael Kalai","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Medina's reliable hardware theory, online algorithms can be paired with Yael Kalai's documented zero-knowledge proofs, verification of computation for self-healing edge networks for intermittent sensing. The specific contribution is verification with corrupted interaction; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s04","pxe-s-kalai"],"url":"https://www.csail.mit.edu/person/yael-kalai"},{"candidate_id":"ex-medard","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a coded protocol or decoder with an uncoded/retransmission baseline under burst errors using a 100-node edge-network simulator with independently injected link and memory faults. Compare block-error rate and redundancy per successful computation with static redundancy and fixed routing with the same resource budget.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Muriel Medard","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Medina's reliable hardware theory, online algorithms can be paired with Muriel Medard's documented network coding, reliable communication for self-healing edge networks for intermittent sensing. The specific contribution is coding and decoding under communication errors; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s39","c-s04","pxe-s-medard"],"url":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard"},{"candidate_id":"ex-nuzzo","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Encode latency, energy and failure constraints in a small system model and inject single-component faults using a 100-node edge-network simulator with independently injected link and memory faults. Compare constraint violations and recovery overhead with static redundancy and fixed routing with the same resource budget.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Pierluigi Nuzzo","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Medina's reliable hardware theory, online algorithms can be paired with Pierluigi Nuzzo's documented cyber-physical systems, design automation for self-healing edge networks for intermittent sensing. The specific contribution is design automation and system requirements; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s04","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-tse","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a decentralized or information-constrained algorithm with a centralized reference on a small reproducible workload using a 100-node edge-network simulator with independently injected link and memory faults. Compare communication cost, correctness and sensitivity to missing participants with static redundancy and fixed routing with the same resource budget.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed.","ranking_note":"Rank 6/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Medina's reliable hardware theory, online algorithms can be paired with David Tse's documented information-theoretic methods, decentralized systems for self-healing edge networks for intermittent sensing. The specific contribution is first-principles data and decentralized-system modelling; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s04","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Emulate a 100-node edge network with injected link and memory faults and compare recovery latency and packet loss against static redundancy.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. The original Harvard directory provides broad theory/systems categories, whereas Haeupler directly documents distributed computation and interactive coding; no specific randomized-network method was established for Mitzenmacher in that source. Original retained exactly at rank 7; preceding alternatives are Bernhard Haeupler (10; 4+3+3), Robert Calderbank (9; 3+3+3), Yael Kalai (9; 3+3+3), Muriel Medard (9; 3+3+3), Pierluigi Nuzzo (9; 3+3+3), David Tse (9; 3+3+3). The preserved scientific explanation above describes the narrower contribution; current ordering follows these displayed component totals, not comparative researcher quality.","rationale":"Harvard lists Mitzenmacher in algorithms, theory, systems and data science, offering broadly complementary algorithmic and systems depth for a fault-tolerant networking study; the inspected profile does not establish a specific randomized-network-analysis method, and this is only a proposed match.","score":8,"source_ids":["c-s04","c-s05","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-goldsmith","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare resource or interference policies against a non-adaptive communication baseline at fixed channel assumptions using a 100-node edge-network simulator with independently injected link and memory faults. Compare throughput, latency, energy and fairness across users with static redundancy and fixed routing with the same resource budget.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Medina's reliable hardware theory, online algorithms can be paired with Andrea Goldsmith's documented wireless communications, information theory for self-healing edge networks for intermittent sensing. The specific contribution is wireless-system models and information limits; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s21","c-s04","c-s07","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a 100-node edge-network simulator with independently injected link and memory faults. Compare estimation error, calibration and bits per valid decision with static redundancy and fixed routing with the same resource budget.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 9/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Moti Medina's reliable hardware theory, online algorithms can be paired with Gregory Wornell's documented signal processing, statistical inference for self-healing edge networks for intermittent sensing. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s04","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-devadas","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify confidential sensor inputs processed by a fixed authenticated computation, a passive observer of memory-access traces, and independent link/memory faults. Compare protected and unprotected implementations of the same computation under identical seeded faults by correctness, runtime and explicitly defined access-pattern distinguishability. Report leakage proxy and fault tolerance separately; do not infer one from the other.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Srini Devadas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Secure architecture adds a conditional privacy requirement to reliable computation, while confidentiality and correctness under faults require separate threat models and controls. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Secure architecture adds a conditional privacy requirement to reliable computation, while confidentiality and correctness under faults require separate threat models and controls. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Moti Medina with Srini Devadas: Secure architecture adds a conditional privacy requirement to reliable computation, while confidentiality and correctness under faults require separate threat models and controls.","score":6,"source_ids":["c-s04","pxe-s-devadas"],"url":"https://people.csail.mit.edu/devadas/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Simulate one distributed computation with separate packet and memory faults; compare correctness, recovery time and redundancy cost to repetition coding.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/12; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. No strictly higher-scoring candidate displaces this original. Explicit joint fault assumptions are needed; the software test does not establish robustness to arbitrary physical faults. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Gelles's interactive error-correcting protocols and Medina's reliable hardware models directly connect communication noise with computation faults.","researcher_id":"r17","score":10,"source_ids":["b-s08","b-s09","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Inject defined faults into a public genomic-kernel execution model and compare redundancy strategies on correct outputs and traffic overhead.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/12; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Physical error distributions and fabricated-hardware costs remain unverified. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Medina's reliable hardware methods and Yavits's memory-centric architectures directly connect architecture choices with recoverable compute errors.","researcher_id":"r32","score":10,"source_ids":["c-s04","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Combine a finite-state faulty-node model with a mismatched decoder and compare end-to-end task failure against link-error rate alone.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. An added candidate, r32 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The proposed bridge depends on explicitly bounded fault dependence and cannot promise arbitrary-fault tolerance. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somekh-Baruch can formalize channel reliability limits while Medina models how network and hardware recovery amplify or contain decoder errors.","researcher_id":"r26","score":9,"source_ids":["b-s38","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Inject bounded memory/control faults into a small digital model and compare redundancy schemes on recovery and added state.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The fault model must be explicit; simulation is not radiation or silicon qualification. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's digital implementation and Medina's reliable hardware theory meet on the cost of preserving state under injected faults.","researcher_id":"r01","score":9,"source_ids":["a-s01","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare checkpointing and replication in a memory-read simulator on undetected errors, extra accesses and latency.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Hardware security and accidental-fault tolerance are different properties. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's low-power memory hardware and Medina's fault-tolerant algorithms can trade redundancy against energy in a common error model.","researcher_id":"r27","score":9,"source_ids":["b-s40","b-s41","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate a multi-project queue with server failures and compare static buffers with online rescheduling on delay and recovery cost.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The workload is synthetic; operational staffing decisions require domain validation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen's stochastic project scheduling and Medina's fault-tolerant online algorithms can test schedules when resources fail unexpectedly.","researcher_id":"r29","score":9,"source_ids":["c-s01","c-s02","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate node loss during a distributed optimization task; compare recovery time, objective error and extra messages with a static topology.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/12; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. An algorithmic fault model does not establish resistance to poisoned training data. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Medina's fault-tolerant network algorithms and Leshem's distributed learning can separate recovery from node faults and adaptation to congestion.","researcher_id":"r34","score":9,"source_ids":["c-s04","c-s15","c-s16"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare an online schedule with and without failure-aware reassignment on regret, missed deadlines and reassignment count.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/12; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. High algorithmic overlap reduces complementarity unless responsibilities are defined distinctly. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Medina and Ilan Cohen both develop online algorithms; a useful division is fault recovery versus resource-constrained scheduling.","researcher_id":"r37","score":9,"source_ids":["c-s04","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Inject independent link outages and node faults into a small sensor-network simulation and compare recovery delay with static redundancy.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/12; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o08. An added candidate, r32 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Wireless coding and hardware faults need a shared workload; neither source implies a ready integrated implementation. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's wireless link design can supply channel conditions for Medina's fault-tolerant edge-network algorithms.","researcher_id":"r06","score":8,"source_ids":["a-s19","a-s20","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare fixed redundancy with a robust reserve policy under bounded node failures on missed tasks and extra capacity.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 10/12; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The chosen uncertainty set must distinguish plausible fault budgets from arbitrary failures. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization could bound resource reserves in Medina's fault-tolerant online systems.","researcher_id":"r25","score":8,"source_ids":["b-s34","b-s35","b-s36","c-s04"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare static and adaptive routing in a small multiuser network with independent node failures; measure completed transfers and rerouting cost.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/12; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Routing and physical-layer models must use a consistent notion of capacity. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Medina's distributed and online algorithms can test how Zaidel's multiuser-network performance changes when nodes fail as well as links degrade.","researcher_id":"r31","score":8,"source_ids":["c-s04","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Construct a toy recovery transcript and compare leakage and completion under two failover designs in an explicit threat model.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 12/12; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Fault tolerance alone does not preserve secrecy or active security. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Medina can model faulty computation or network components while Mor Weiss specifies what a secure protocol should reveal during recovery.","researcher_id":"r38","score":7,"source_ids":["c-s04","c-s27"]}],"patents":{"coverage":"partial","note":"Two inventions on the first-party patent list were inspected individually and attributed across Max Planck assignment. Moti/Mordechai equivalence is explicit on that list. Application/grant variants are grouped. No worldwide completeness claim.","records":[{"assignee":"Max Planck Gesellschaft zur Foerderung der Wissenschaften eV","attribution_note":"The inspected inventor field names Mordechai Medina. The first-party list explicitly resolves Moti/Mordechai Medina and lists this patent. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r30-US11520370B2"],"family_key":"google-family-61691221","identifier":"US11520370B2","original":false,"publication_date":"2022-12-06","source_ids":["pxc-s-US11520370B2","pxc-s-medina-index"],"title":"Delay element, delay element chain and fast all-digital clock frequency adaptation circuit for voltage droop tolerance","url":"https://patents.google.com/patent/US11520370B2/en","verification":"publication-inspected"},{"assignee":"Max Planck Gesellschaft zur Foerderung der Wissenschaften eV","attribution_note":"The inspected inventor field names Moti Medina. The first-party list explicitly resolves Moti/Mordechai Medina and lists this patent. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r30-US10411720B2"],"family_key":null,"identifier":"US10411720B2","original":false,"publication_date":"2019-09-10","source_ids":["pxc-s-US10411720B2","pxc-s-medina-index"],"title":"Efficient and dependable clock synchronization in hardware","url":"https://patents.google.com/patent/US10411720B2/en","verification":"publication-inspected"}],"searches":[{"access":"read","observation":"Two inventions on the first-party patent list were inspected individually and attributed across Max Planck assignment. Moti/Mordechai equivalence is explicit on that list. Application/grant variants are grouped. No worldwide completeness claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Moti Medina\" patent","url":"https://www.google.com/search?q=%22Moti%20Medina%22%20patent"},{"access":"read","observation":"Two inventions on the first-party patent list were inspected individually and attributed across Max Planck assignment. Moti/Mordechai equivalence is explicit on that list. Application/grant variants are grouped. No worldwide completeness claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Mordechai Medina\" patent OR \"Moti Medina\" patent","url":"https://www.google.com/search?q=%22Mordechai%20Medina%22%20patent%20OR%20%22Moti%20Medina%22%20patent"},{"access":"read","observation":"Two inventions on the first-party patent list were inspected individually and attributed across Max Planck assignment. Moti/Mordechai equivalence is explicit on that list. Application/grant variants are grouped. No worldwide completeness claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Moti Medina\" patent \"Mordechai\"","url":"https://www.google.com/search?q=%22Moti%20Medina%22%20patent%20%22Mordechai%22"},{"access":"read","observation":"Two inventions on the first-party patent list were inspected individually and attributed across Max Planck assignment. Moti/Mordechai equivalence is explicit on that list. Application/grant variants are grouped. No worldwide completeness claim.","query":"Inspect portfolio or first-party identity anchor","url":"https://sites.google.com/view/motimedina/technical-reportsunpublished-papers"},{"access":"read","observation":"pxc-s-US11520370B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US11520370B2","url":"https://patents.google.com/patent/US11520370B2/en"},{"access":"read","observation":"pxc-s-US10411720B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US10411720B2","url":"https://patents.google.com/patent/US10411720B2/en"}]},"researcher_id":"r30","review_status":"partial"},"r31":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-goldsmith","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Model a ward-scale uplink with heterogeneous sensor rates and compare sparse NOMA and orthogonal access under energy and latency constraints.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Her official profile describes information theory, communication theory and signal processing for wireless and interconnected systems, complementing Zaidel's sparse multiuser communication focus; no existing relationship is implied.","score":10,"source_ids":["a-s21","c-s06","c-s07","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"candidate_id":"ex-erkip","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare two cooperative or non-cooperative link models with matched rate and power constraints using a ward-scale multiuser uplink simulation with heterogeneous sensor rates and channel assumptions. Compare outage probability, achievable rate and power sensitivity with orthogonal access at the same transmit energy.","identity_condition":"verified-profiles","institution":"New York University","name":"Elza Erkip","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Benjamin M. Zaidel's multiuser detection, MIMO channels can be paired with Elza Erkip's documented information theory, communication theory for adaptive spectrum sharing for clinical wearables. The specific contribution is wireless channel and reliability analysis; this transfer is an analyst hypothesis.","score":10,"source_ids":["c-s06","pxe-s-erkip"],"url":"https://engineering.nyu.edu/faculty/elza-erkip"},{"candidate_id":"ex-calderbank","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare structured coding with a repetition baseline under a fixed corruption/noise model using a ward-scale multiuser uplink simulation with heterogeneous sensor rates and channel assumptions. Compare error rate, decoding cost and redundancy budget with orthogonal access at the same transmit energy.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Benjamin M. Zaidel's multiuser detection, MIMO channels can be paired with Robert Calderbank's documented space-time coding, quantum error correction for adaptive spectrum sharing for clinical wearables. The specific contribution is structured redundancy and error correction; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s06","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-medard","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a coded protocol or decoder with an uncoded/retransmission baseline under burst errors using a ward-scale multiuser uplink simulation with heterogeneous sensor rates and channel assumptions. Compare block-error rate and redundancy per successful computation with orthogonal access at the same transmit energy.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Muriel Medard","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Benjamin M. Zaidel's multiuser detection, MIMO channels can be paired with Muriel Medard's documented network coding, reliable communication for adaptive spectrum sharing for clinical wearables. The specific contribution is coding and decoding under communication errors; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s39","c-s06","pxe-s-medard"],"url":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a ward-scale multiuser uplink simulation with heterogeneous sensor rates and channel assumptions. Compare estimation error, calibration and bits per valid decision with orthogonal access at the same transmit energy.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Benjamin M. Zaidel's multiuser detection, MIMO channels can be paired with Gregory Wornell's documented signal processing, statistical inference for adaptive spectrum sharing for clinical wearables. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s06","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-haeupler","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Simulate message corruption and dropped participants with a fixed communication budget using a ward-scale multiuser uplink simulation with heterogeneous sensor rates and channel assumptions. Compare correct-completion rate and communication overhead with orthogonal access at the same transmit energy.","identity_condition":"verified-profiles","institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Benjamin M. Zaidel's multiuser detection, MIMO channels can be paired with Bernhard Haeupler's documented interactive coding, distributed algorithms for adaptive spectrum sharing for clinical wearables. The specific contribution is noise-resilient distributed protocols; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s10","c-s06","pxe-s-haeupler"],"url":"https://people.inf.ethz.ch/haeuplb/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a ward-scale multiuser uplink simulation with heterogeneous sensor rates and channel assumptions. Compare tail latency, failure rate and sensitivity to the event distribution with orthogonal access at the same transmit energy.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Benjamin M. Zaidel's multiuser detection, MIMO channels can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for adaptive spectrum sharing for clinical wearables. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s05","c-s06","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Generate a multiuser MIMO uplink with known channel matrix, pilots and transmitted symbols. Compare regularized linear detection with matched-filter detection using identical channels, powers and user activity; vary antenna/user ratio and pilot count. Measure symbol error and channel-estimation error, with a perfect-channel reference. Orthogonal access is a separate system-level comparison.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: High-dimensional estimation directly complements multiuser detection when the channel/symbol target and common error metric are specified. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. High-dimensional estimation directly complements multiuser detection when the channel/symbol target and common error metric are specified. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Benjamin M. Zaidel with Andrea Montanari: High-dimensional estimation directly complements multiuser detection when the channel/symbol target and common error metric are specified.","score":8,"source_ids":["c-s06","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-tse","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a decentralized or information-constrained algorithm with a centralized reference on a small reproducible workload using a ward-scale multiuser uplink simulation with heterogeneous sensor rates and channel assumptions. Compare communication cost, correctness and sensitivity to missing participants with orthogonal access at the same transmit energy.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed.","ranking_note":"Rank 9/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Benjamin M. Zaidel's multiuser detection, MIMO channels can be paired with David Tse's documented information-theoretic methods, decentralized systems for adaptive spectrum sharing for clinical wearables. The specific contribution is first-principles data and decentralized-system modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s06","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-rabaey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Replay two duty-cycle policies across the acquisition, compute and radio stages using a ward-scale multiuser uplink simulation with heterogeneous sensor rates and channel assumptions. Compare energy per valid result and recovery latency with orthogonal access at the same transmit energy.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jan M. Rabaey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 10/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Benjamin M. Zaidel's multiuser detection, MIMO channels can be paired with Jan M. Rabaey's documented low-power integrated circuits, wireless sensor systems for adaptive spectrum sharing for clinical wearables. The specific contribution is acquisition, computation and radio power budgeting; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s04","c-s06","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Simulate a fixed multiuser uplink and compare distributed allocation with static allocation and a capacity-informed reference under congestion.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o09. No strictly higher-scoring candidate displaces this original. Feasible analytical/simulation comparison; attack resilience requires a separately specified adversary. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zaidel's multiuser/MIMO analysis can bound the interference regime in which Leshem's distributed resource-allocation method should be evaluated.","researcher_id":"r34","score":10,"source_ids":["c-s06","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Compare raw and task-compressed transmissions over the same simulated uplink on localization error, total bits and outage sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o09. Higher-scoring r34 (10/10) precedes this original; its own rank reflects the following limitation: The compressed estimator needs a specified sensing target; capacity alone is not sensing quality. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zaidel can characterize a constrained multiuser link while Amir Weiss chooses compressed sensing messages according to estimation loss.","researcher_id":"r33","score":9,"source_ids":["c-s06","c-s12","c-s13"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare cooperative and uncoordinated access in a small MIMO interference model; report rate loss and estimation sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o09. Higher-scoring r34 (10/10) precedes this original; its own rank reflects the following limitation: The work is directly related but roles overlap substantially; satellite deployment is outside this first test. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zaidel's multiuser-channel models and Noam's interference and spectrum-management work meet on shared-spectrum limits.","researcher_id":"r40","score":9,"source_ids":["c-s06","c-s34","c-s35"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare coded multiuser reception with orthogonal access in one fixed channel model on error rate and achievable throughput.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Similar communications expertise makes the roles partly overlapping. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's coded modulation and Zaidel's multiuser detection share an uplink reliability problem with coding and interference-analysis roles.","researcher_id":"r06","score":9,"source_ids":["a-s19","a-s20","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare coded interaction and retransmission over a synthetic multiuser channel on completed tasks per unit bandwidth.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The interactive protocol must fit the channel's access and noise assumptions. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Gelles's interactive coding can be evaluated against Zaidel's multiuser link constraints when many nodes contend for communication.","researcher_id":"r17","score":9,"source_ids":["b-s08","b-s09","c-s06"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two decoders in a fixed sparse multiuser channel and report achievable rate and error under model mismatch.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Strong topic overlap but partly redundant theoretical roles reduce complementarity. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somekh-Baruch's reliability and decoding theory and Zaidel's multiuser information theory directly meet on mismatched multiuser reception.","researcher_id":"r26","score":9,"source_ids":["b-s38","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Generate synchronized and independent user activity with equal mean load; compare throughput prediction with and without temporal features.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Activity patterns do not reveal identities or intent, and their value must exceed a simple burst model. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Somin's temporal network analysis could identify bursty coordination that changes Zaidel's multiuser interference assumptions.","researcher_id":"r19","score":8,"source_ids":["b-s15","b-s16","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare static and adaptive routing in a small multiuser network with independent node failures; measure completed transfers and rerouting cost.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Routing and physical-layer models must use a consistent notion of capacity. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Medina's distributed and online algorithms can test how Zaidel's multiuser-network performance changes when nodes fail as well as links degrade.","researcher_id":"r30","score":8,"source_ids":["c-s04","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare memory traffic and fixed-point error for two small MIMO detectors under identical channel assumptions.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Information-theoretic performance does not establish energy-efficient implementation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's low-power digital memory constraints could expose the implementation cost of Zaidel's multiuser detection choices.","researcher_id":"r01","score":7,"source_ids":["a-s01","c-s06"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Sweep receiver precision in a multiuser detector model and compare symbol error, stored state and circuit-energy proxies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A receiver architecture and measured circuit assumptions are needed before energy claims. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's low-power memory and sensor circuits can constrain the precision and duty cycle of Zaidel's cooperative wireless receiver.","researcher_id":"r27","score":7,"source_ids":["b-s40","b-s41","c-s06"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Benjamin M./Benjamin/Benny name variants and the institutional career profile were examined. No attributable numbered patent was located. Results about Lynette or Simon Zaidel were not attributed. Government laboratory, NTNU and Technion history do not make the institutional output list exhaustive.","records":[],"searches":[{"access":"read","observation":"Benjamin M./Benjamin/Benny name variants and the institutional career profile were examined. No attributable numbered patent was located. Results about Lynette or Simon Zaidel were not attributed. Government laboratory, NTNU and Technion history do not make the institutional output list exhaustive. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Benjamin Zaidel\" patent","url":"https://www.google.com/search?q=%22Benjamin%20Zaidel%22%20patent"},{"access":"read","observation":"Benjamin M./Benjamin/Benny name variants and the institutional career profile were examined. No attributable numbered patent was located. Results about Lynette or Simon Zaidel were not attributed. Government laboratory, NTNU and Technion history do not make the institutional output list exhaustive. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Benjamin M. Zaidel\" patent","url":"https://www.google.com/search?q=%22Benjamin%20M.%20Zaidel%22%20patent"},{"access":"read","observation":"Benjamin M./Benjamin/Benny name variants and the institutional career profile were examined. No attributable numbered patent was located. Results about Lynette or Simon Zaidel were not attributed. Government laboratory, NTNU and Technion history do not make the institutional output list exhaustive. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Zaidel\" \"inventor\" Benjamin","url":"https://www.google.com/search?q=%22Zaidel%22%20%22inventor%22%20Benjamin"},{"access":"read","observation":"Benjamin M./Benjamin/Benny name variants and the institutional career profile were examined. No attributable numbered patent was located. Results about Lynette or Simon Zaidel were not attributed. Government laboratory, NTNU and Technion history do not make the institutional output list exhaustive. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Benjamin Zaidel\" patent OR \"Benny Zaidel\" patent","url":"https://www.google.com/search?q=%22Benjamin%20Zaidel%22%20patent%20OR%20%22Benny%20Zaidel%22%20patent"},{"access":"read","observation":"Benjamin M./Benjamin/Benny name variants and the institutional career profile were examined. No attributable numbered patent was located. Results about Lynette or Simon Zaidel were not attributed. Government laboratory, NTNU and Technion history do not make the institutional output list exhaustive.","query":"Inspect portfolio or first-party identity anchor","url":"https://cris.biu.ac.il/en/persons/benjamin-m-zaidel/"}]},"researcher_id":"r31","review_status":"partial"},"r32":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-mutlu","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Implement a trace-driven prototype on public pathogen reads and measure energy proxy, latency and classification fidelity against CPU and GPU baselines.","identity_condition":"verified-profiles","institution":"ETH Zurich","name":"Onur Mutlu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Mutlu's official research page documents processing-in-memory and genome-analysis systems, creating a methodologically close but independently benchmarkable match; no willingness or current collaboration is asserted.","score":10,"source_ids":["b-s43","c-s08","c-s11","pxe-s-mutlu"],"url":"https://people.inf.ethz.ch/omutlu/"},{"candidate_id":"ex-pachter","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare preprocessing and sequence-quantification variants before freezing the accelerator workload using public pathogen-read traces and a simulated associative-memory classification kernel. Compare classification disagreement and sensitivity to read preprocessing with CPU/GPU or conventional memory traces at matched classification fidelity.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Lior S. Pachter","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Leonid Yavits's computer architecture, content-addressable memory can be paired with Lior S. Pachter's documented single-cell sequencing, RNA biology for energy-bounded pathogen surveillance accelerator. The specific contribution is genomic reference-pipeline reproducibility; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s08","pxe-s-pachter"],"url":"https://www.bbe.caltech.edu/people/lior-s-pachter"},{"candidate_id":"ex-tse","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two information-aware sequence-triage baselines before evaluating accelerator speed using public pathogen-read traces and a simulated associative-memory classification kernel. Compare classification disagreement, read coverage and compute per retained sequence with CPU/GPU or conventional memory traces at matched classification fidelity.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Leonid Yavits's computer architecture, content-addressable memory can be paired with David Tse's documented information-theoretic methods, decentralized systems for energy-bounded pathogen surveillance accelerator. The specific contribution is genomics workload correctness; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s08","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-nikolic","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Synthesize two small datapath or memory-controller variants under identical constraints using public pathogen-read traces and a simulated associative-memory classification kernel. Compare area, timing slack and switching-activity power estimates with CPU/GPU or conventional memory traces at matched classification fidelity.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Borivoje Nikolic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Leonid Yavits's computer architecture, content-addressable memory can be paired with Borivoje Nikolic's documented digital integrated circuits, VLSI implementation of communications for energy-bounded pathogen surveillance accelerator. The specific contribution is digital implementation of a selected datapath; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s08","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-shao","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Map the same kernel to two accelerator organizations without changing numerical precision using public pathogen-read traces and a simulated associative-memory classification kernel. Compare data reuse, memory accesses and latency with CPU/GPU or conventional memory traces at matched classification fidelity.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Sophia Shao","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Leonid Yavits's computer architecture, content-addressable memory can be paired with Sophia Shao's documented computer architecture, integrated circuits for energy-bounded pathogen surveillance accelerator. The specific contribution is architecture and workload mapping; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s08","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-devadas","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify an untrusted compute host that observes memory-access patterns while classifying synthetic pathogen reads. Compare protected and unprotected versions of the same fixed classifier under identical reads and memory assumptions by classification agreement, traffic and runtime, plus a declared access-pattern leakage proxy. If exact private classification cannot be specified, stop at the threat-model/interface audit.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Srini Devadas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Secure architecture is a conditional privacy branch for genomic inference; host visibility, unchanged classification behavior and a concrete protected operation must be specified. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 6/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Secure architecture is a conditional privacy branch for genomic inference; host visibility, unchanged classification behavior and a concrete protected operation must be specified. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Leonid Yavits with Srini Devadas: Secure architecture is a conditional privacy branch for genomic inference; host visibility, unchanged classification behavior and a concrete protected operation must be specified.","score":7,"source_ids":["c-s08","pxe-s-devadas"],"url":"https://people.csail.mit.edu/devadas/"},{"candidate_id":"ex-nuzzo","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Encode latency, energy and failure constraints in a small system model and inject single-component faults using public pathogen-read traces and a simulated associative-memory classification kernel. Compare constraint violations and recovery overhead with CPU/GPU or conventional memory traces at matched classification fidelity.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Pierluigi Nuzzo","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Leonid Yavits's computer architecture, content-addressable memory can be paired with Pierluigi Nuzzo's documented cyber-physical systems, design automation for energy-bounded pathogen surveillance accelerator. The specific contribution is design automation and system requirements; this transfer is an analyst hypothesis.","score":7,"source_ids":["c-s08","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-sangiovanni","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Partition acquisition, computation and communication across two candidate embedded designs using public pathogen-read traces and a simulated associative-memory classification kernel. Compare interface overhead and end-to-end latency with CPU/GPU or conventional memory traces at matched classification fidelity.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Alberto Sangiovanni-Vincentelli","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Leonid Yavits's computer architecture, content-addressable memory can be paired with Alberto Sangiovanni-Vincentelli's documented embedded system design, control for energy-bounded pathogen surveillance accelerator. The specific contribution is embedded component partitioning; this transfer is an analyst hypothesis.","score":7,"source_ids":["c-s08","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-rabaey","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Scope a hypothetical portable sequencing classifier with explicitly separate read arrival, memory/compute and result-radio stages. Use synthetic read arrivals and a fixed classifier cost model; compare two duty-cycle policies at identical read coverage and classification outputs by time-to-result and modelled energy. Sweep sequencing/radio cost assumptions; no existing portable deployment is asserted.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jan M. Rabaey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Low-power systems expertise is relevant only after declaring an edge deployment and its stages; a genomic-compute trace alone does not establish radio or sensing costs. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Low-power systems expertise is relevant only after declaring an edge deployment and its stages; a genomic-compute trace alone does not establish radio or sensing costs. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Leonid Yavits with Jan M. Rabaey: Low-power systems expertise is relevant only after declaring an edge deployment and its stages; a genomic-compute trace alone does not establish radio or sensing costs.","score":6,"source_ids":["a-s04","c-s08","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-javey","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"First identify which prospective portable genomic device component would use the candidate's device technology and the electrical interface it must satisfy. For a stipulated sensor/readout component, propagate labelled transfer-curve and noise assumptions into a fixed sequencing-input error model; compare downstream classifier accuracy and modelled power. Reject the branch if no credible component-to-read-error mapping is available.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Ali Javey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Device expertise is a remote conditional interface contribution; neither a suitable sensing component nor measured device parameters are established by pathogen-read traces. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Device expertise is a remote conditional interface contribution; neither a suitable sensing component nor measured device parameters are established by pathogen-read traces. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Leonid Yavits with Ali Javey: Device expertise is a remote conditional interface contribution; neither a suitable sensing component nor measured device parameters are established by pathogen-read traces.","score":4,"source_ids":["c-s08","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Replay one public sequence-classification workload through conventional and memory-centric models; compare memory accesses, latency and explicitly labelled energy estimates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/14; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02. No strictly higher-scoring candidate displaces this original. Simulation is feasible without a tape-out; physical energy savings require later measured hardware. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's memory-circuit implementation and Yavits's processing-in-memory architecture connect directly at the energy cost of a genomic kernel.","researcher_id":"r01","score":10,"source_ids":["a-s01","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Map the same public genome-classification kernel to two memory organizations and sweep precision and memory-error rate; report latency and energy proxies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o02 r27: Alternative or later circuit lead: assess memory/circuit precision and energy tradeoffs if the chosen implementation needs this expertise; security is outside the initial test.","ranking_note":"Rank 2/14; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02. No strictly higher-scoring candidate displaces this original. Existing EnICS context supplies no score bonus; the score follows the concrete shared memory-workload question. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's low-power memory circuits complement Yavits's content-addressable genomics architectures at the circuit-to-workload boundary.","researcher_id":"r27","score":10,"source_ids":["b-s40","b-s41","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Inject defined faults into a public genomic-kernel execution model and compare redundancy strategies on correct outputs and traffic overhead.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/14; fit 10/10 (4 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Physical error distributions and fabricated-hardware costs remain unverified. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Medina's reliable hardware methods and Yavits's memory-centric architectures directly connect architecture choices with recoverable compute errors.","researcher_id":"r30","score":10,"source_ids":["c-s04","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Run an exact and approximate kernel on a public labelled single-cell dataset and compare rare-state retention alongside latency and memory traffic.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/14; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r30 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The selected single-cell task must actually map to the accelerator; pathogen-kernel performance cannot be transferred automatically. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky can specify which cell-state distinctions must survive while Yavits changes the architecture executing a genomic classifier.","researcher_id":"r21","score":9,"source_ids":["b-s21","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Profile a public biological-network kernel and compare memory-centric and conventional execution models on traffic, runtime and preserved rankings.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/14; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A kernel must be shown memory-bound before accelerator relevance is claimed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy's multi-omics computations can supply a biologically meaningful workload for Yavits's memory-centric architecture.","researcher_id":"r02","score":9,"source_ids":["a-s05","a-s06","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Profile one open spot-matching or image-registration workload and compare an accelerated model with a CPU baseline on alignment error and memory traffic.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/14; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Genomics accelerator expertise does not establish that this imaging kernel maps efficiently. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon's image-heavy in-situ sequencing could expose a memory-intensive kernel for Yavits's architecture research.","researcher_id":"r18","score":9,"source_ids":["b-s11","b-s12","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Replay a mixed synthetic kernel queue and compare fixed and adaptive placement on deadlines, traffic and energy proxies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/14; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. A meaningful system cost model is needed; energy proxies are not measured consumption. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Singer's prescriptive resource allocation could choose how Yavits's memory-centric system spends a limited compute or energy budget.","researcher_id":"r24","score":8,"source_ids":["b-s30","b-s31","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Replay an open or synthetic workload trace through two memory-service policies and compare queue tails, throughput and traffic.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/14; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Service-operation expertise transfers as a modelling hypothesis, not demonstrated accelerator design. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Izack Cohen's queueing and resource-allocation methods can evaluate contention in Yavits's memory-centric accelerators.","researcher_id":"r29","score":8,"source_ids":["c-s01","c-s02","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: On a public genomic classification benchmark, sweep approximation settings and compare held-out calibration with classification fidelity and energy proxies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established. Original initiative conditions remain: o02 r39: Conditional later role: test uncertainty and generalization only after a specific cross-domain fidelity question is preregistered.","ranking_note":"Rank 9/14; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r30 (10/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Shavit's biological direction is documented as an announced programme, not an established experimental laboratory; the exact fidelity question comes first. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Yavits can expose approximation and compression choices in a genomic accelerator and Shavit can propose generalization and uncertainty checks for the output.","researcher_id":"r39","score":7,"source_ids":["c-s08","c-s09","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Map a small detector kernel to conventional and memory-centric models and compare bit traffic, latency and decision errors.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/14; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A suitable detector must be selected; genomics acceleration is not proof of MIMO acceleration. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zehavi's MIMO processing can provide a regular numerical kernel for Yavits's memory-centric architectures.","researcher_id":"r06","score":7,"source_ids":["a-s19","a-s20","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Emulate a small distributed genomic-kernel exchange with message corruption and compare correct completions and memory traffic.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/14; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The workload must actually require interaction; adding a protocol to a local kernel has no demonstrated value. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Yavits's memory-centric execution could host a distributed task whose communication-state correctness Gelles specifies.","researcher_id":"r17","score":7,"source_ids":["b-s08","b-s09","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare nominal and robust memory-allocation decisions on a synthetic kernel mix using latency and energy proxies.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 12/14; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The match is a transferable optimization role, not evidence of chip-design expertise for Shtern. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern can formulate uncertain workload constraints for Yavits's memory-centric architecture choices.","researcher_id":"r25","score":7,"source_ids":["b-s34","b-s35","b-s36","c-s08","c-s09"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Compare two compute duty cycles using a simple thermal model; report peak temperature and lost throughput for an explicitly assumed material stack.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 13/14; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. This is a thermal-computing feasibility question, not documented chip-cooling expertise for Sadia. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia can characterize thermal material constraints and Yavits can expose memory-centric workload heat and power profiles.","researcher_id":"r10","score":6,"source_ids":["a-s31","a-s32","c-s08","c-s09"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, prepare a software-only workload brief and common latency/memory-report template; pilot whether submissions are comparable.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 14/14; fit 4/10 (1 topic overlap + 2 complementarity + 1 feasible first test). New pairing outside the frozen portfolio co-member graph. No access to hardware, research appointment or computer-architecture expertise is inferred for Simonovsky. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate a reproducible prototype exercise using a small compute workload specified by Yavits.","researcher_id":"r05","score":4,"source_ids":["a-s16","a-s17","c-s08","c-s09"]}],"patents":{"coverage":"partial","note":"Both pages of the public inventor index were inspected as discovery, followed by 15 individual primary patent-document reads, grouped into 14 additional families. These span Technion, VisionTech/Broadcom, Horizon Semiconductors and an unassigned individual application. The preserved US10878906B2 and its US20200051634A1 version were intentionally omitted from additions. Institutional profile reports 22 patent outputs, but its filtered inventory was inaccessible; neither that output count nor this subset is a worldwide family census.","records":[{"assignee":"Technion Research and Development Foundation Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US10996959B2"],"family_key":"google-family-56554373","identifier":"US10996959B2","original":false,"publication_date":"2021-05-04","source_ids":["pxc-s-US10996959B2","pxc-s-yavits-bio"],"title":"Hybrid processor","url":"https://patents.google.com/patent/US10996959B2/en","verification":"publication-inspected"},{"assignee":"Broadcom Corp","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US9247263B2"],"family_key":"google-family-11072683","identifier":"US9247263B2","original":false,"publication_date":"2016-01-26","source_ids":["pxc-s-US9247263B2","pxc-s-yavits-bio"],"title":"Video encoding and video/audio/data multiplexing device","url":"https://patents.google.com/patent/US9247263B2/en","verification":"publication-inspected"},{"assignee":"Broadcom Corp","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US8270479B2"],"family_key":"google-family-27389752","identifier":"US8270479B2","original":false,"publication_date":"2012-09-18","source_ids":["pxc-s-US8270479B2","pxc-s-yavits-bio"],"title":"System and method for video and audio encoding on a single chip","url":"https://patents.google.com/patent/US8270479B2/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20090235312A1"],"family_key":"google-family-41064446","identifier":"US20090235312A1","original":false,"publication_date":"2009-09-17","source_ids":["pxc-s-US20090235312A1","pxc-s-yavits-bio"],"title":"Targeted content with broadcast material","url":"https://patents.google.com/patent/US20090235312A1/en","verification":"publication-inspected"},{"assignee":"Horizon Semiconductors Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20090210155A1"],"family_key":"google-family-40955869","identifier":"US20090210155A1","original":false,"publication_date":"2009-08-20","source_ids":["pxc-s-US20090210155A1","pxc-s-yavits-bio"],"title":"Automotive entertainment, communication, navigation and control center","url":"https://patents.google.com/patent/US20090210155A1/en","verification":"publication-inspected"},{"assignee":"Horizon Semiconductors Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20090055005A1"],"family_key":"google-family-40382919","identifier":"US20090055005A1","original":false,"publication_date":"2009-02-26","source_ids":["pxc-s-US20090055005A1","pxc-s-yavits-bio"],"title":"Audio Processor","url":"https://patents.google.com/patent/US20090055005A1/en","verification":"publication-inspected"},{"assignee":"Horizon Semiconductors Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20080263621A1"],"family_key":"google-family-39873550","identifier":"US20080263621A1","original":false,"publication_date":"2008-10-23","source_ids":["pxc-s-US20080263621A1","pxc-s-yavits-bio"],"title":"Set top box with transcoding capabilities","url":"https://patents.google.com/patent/US20080263621A1/en","verification":"publication-inspected"},{"assignee":"Horizon Semiconductors Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20080260033A1"],"family_key":"google-family-39872160","identifier":"US20080260033A1","original":false,"publication_date":"2008-10-23","source_ids":["pxc-s-US20080260033A1","pxc-s-yavits-bio"],"title":"Hybrid hierarchical motion estimation for video streams","url":"https://patents.google.com/patent/US20080260033A1/en","verification":"publication-inspected"},{"assignee":"Horizon Semiconductors Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20080240230A1"],"family_key":"google-family-39794271","identifier":"US20080240230A1","original":false,"publication_date":"2008-10-02","source_ids":["pxc-s-US20080240230A1","pxc-s-yavits-bio"],"title":"Media processor with an integrated TV receiver","url":"https://patents.google.com/patent/US20080240230A1/en","verification":"publication-inspected"},{"assignee":"Horizon Semiconductors Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20080240093A1"],"family_key":"google-family-39794191","identifier":"US20080240093A1","original":false,"publication_date":"2008-10-02","source_ids":["pxc-s-US20080240093A1","pxc-s-yavits-bio"],"title":"Stream multiplexer/de-multiplexer","url":"https://patents.google.com/patent/US20080240093A1/en","verification":"publication-inspected"},{"assignee":"Horizon Semiconductors Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20080174694A1"],"family_key":"google-family-39640822","identifier":"US20080174694A1","original":false,"publication_date":"2008-07-24","source_ids":["pxc-s-US20080174694A1","pxc-s-yavits-bio"],"title":"Method and apparatus for video pixel interpolation","url":"https://patents.google.com/patent/US20080174694A1/en","verification":"publication-inspected"},{"assignee":"Horizon Semiconductors Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20080120676A1"],"family_key":"google-family-39418400","identifier":"US20080120676A1","original":false,"publication_date":"2008-05-22","source_ids":["pxc-s-US20080120676A1","pxc-s-yavits-bio"],"title":"Integrated circuit, an encoder/decoder architecture, and a method for processing a media stream","url":"https://patents.google.com/patent/US20080120676A1/en","verification":"publication-inspected"},{"assignee":"Horizon Semiconductors Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US20080120675A1"],"family_key":"google-family-39418399","identifier":"US20080120675A1","original":false,"publication_date":"2008-05-22","source_ids":["pxc-s-US20080120675A1","pxc-s-yavits-bio"],"title":"Home gateway for multiple units","url":"https://patents.google.com/patent/US20080120675A1/en","verification":"publication-inspected"},{"assignee":"Visiontech Ltd","attribution_note":"The inspected inventor field names Leonid Yavits. Rare full name, recurring Amir Morad co-inventor cluster, and documented VisionTech/Broadcom/Technion history support attribution across employer changes. Same inspected family: US6757329B2. One representative retained; variants intentionally grouped. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r32-US6385244B1"],"family_key":"google-family-11070893","identifier":"US6385244B1","original":false,"publication_date":"2002-05-07","source_ids":["pxc-s-US6385244B1","pxc-s-US6757329B2","pxc-s-yavits-bio"],"title":"Video encoding device","url":"https://patents.google.com/patent/US6385244B1/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US10878906B2","original":true,"publication_date":null,"source_ids":["c-s10"],"title":"Resistive address decoder and virtually addressed memory","url":"https://patents.google.com/patent/US10878906B2/en","verification":"original-snapshot"}],"searches":[{"access":"read","observation":"Both pages of the public inventor index were inspected as discovery, followed by 15 individual primary patent-document reads, grouped into 14 additional families. These span Technion, VisionTech/Broadcom, Horizon Semiconductors and an unassigned individual application. The preserved US10878906B2 and its US20200051634A1 version were intentionally omitted from additions. Institutional profile reports 22 patent outputs, but its filtered inventory was inaccessible; neither that output count nor this subset is a worldwide family census. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Leonid Yavits\" patents","url":"https://www.google.com/search?q=%22Leonid%20Yavits%22%20patents"},{"access":"read","observation":"Both pages of the public inventor index were inspected as discovery, followed by 15 individual primary patent-document reads, grouped into 14 additional families. These span Technion, VisionTech/Broadcom, Horizon Semiconductors and an unassigned individual application. The preserved US10878906B2 and its US20200051634A1 version were intentionally omitted from additions. Institutional profile reports 22 patent outputs, but its filtered inventory was inaccessible; neither that output count nor this subset is a worldwide family census. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Leonid Yavits\" \"patents\" site:sites.biu.ac.il","url":"https://www.google.com/search?q=%22Leonid%20Yavits%22%20%22patents%22%20site%3Asites.biu.ac.il"},{"access":"read","observation":"Both pages of the public inventor index were inspected as discovery, followed by 15 individual primary patent-document reads, grouped into 14 additional families. These span Technion, VisionTech/Broadcom, Horizon Semiconductors and an unassigned individual application. The preserved US10878906B2 and its US20200051634A1 version were intentionally omitted from additions. Institutional profile reports 22 patent outputs, but its filtered inventory was inaccessible; neither that output count nor this subset is a worldwide family census.","query":"Inspect portfolio or first-party identity anchor","url":"https://patents.justia.com/inventor/leonid-yavits"},{"access":"read","observation":"pxc-s-US10996959B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US10996959B2","url":"https://patents.google.com/patent/US10996959B2/en"},{"access":"read","observation":"pxc-s-US9247263B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US9247263B2","url":"https://patents.google.com/patent/US9247263B2/en"},{"access":"read","observation":"pxc-s-US8270479B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US8270479B2","url":"https://patents.google.com/patent/US8270479B2/en"},{"access":"read","observation":"pxc-s-US20090235312A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20090235312A1","url":"https://patents.google.com/patent/US20090235312A1/en"},{"access":"read","observation":"pxc-s-US20090210155A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20090210155A1","url":"https://patents.google.com/patent/US20090210155A1/en"},{"access":"read","observation":"pxc-s-US20090055005A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20090055005A1","url":"https://patents.google.com/patent/US20090055005A1/en"},{"access":"read","observation":"pxc-s-US20080260033A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20080260033A1","url":"https://patents.google.com/patent/US20080260033A1/en"},{"access":"read","observation":"pxc-s-US20080263621A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20080263621A1","url":"https://patents.google.com/patent/US20080263621A1/en"},{"access":"read","observation":"pxc-s-US20080240093A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20080240093A1","url":"https://patents.google.com/patent/US20080240093A1/en"},{"access":"read","observation":"pxc-s-US20080240230A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20080240230A1","url":"https://patents.google.com/patent/US20080240230A1/en"},{"access":"read","observation":"pxc-s-US20080174694A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20080174694A1","url":"https://patents.google.com/patent/US20080174694A1/en"},{"access":"read","observation":"pxc-s-US20080120675A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20080120675A1","url":"https://patents.google.com/patent/US20080120675A1/en"},{"access":"read","observation":"pxc-s-US20080120676A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20080120676A1","url":"https://patents.google.com/patent/US20080120676A1/en"},{"access":"read","observation":"pxc-s-US6385244B1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US6385244B1","url":"https://patents.google.com/patent/US6385244B1/en"},{"access":"read","observation":"pxc-s-US6757329B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US6757329B2","url":"https://patents.google.com/patent/US6757329B2/en"},{"access":"deferred","observation":"Web tool rejected URL; direct public HTTP returned 403. No negative result inferred.","query":"Institutional inventor portfolio, patent filter","url":"https://cris.biu.ac.il/en/persons/leonid-yavits/publications/?type=%2Fdk%2Fatira%2Fpure%2Fresearchoutput%2Fresearchoutputtypes%2Fpatent%2Fpatent&size=100"},{"access":"read","observation":"Page 2 inspected through end of list for old VisionTech/Broadcom portfolio; primary patent records checked before acceptance.","query":"Inventor index pagination","url":"https://patents.justia.com/inventor/leonid-yavits?page=2"},{"access":"partial","observation":"Direct HTTP returned 403; web-reader access succeeded. Read as discovery only.","query":"Public inventor index transport check","url":"https://patents.justia.com/inventor/leonid-yavits"},{"access":"read","observation":"Institutional profile displays 22 Patent outputs; count not equated to worldwide inventions or families.","query":"Inspect institutional total","url":"https://cris.biu.ac.il/en/persons/leonid-yavits/"},{"access":"partial","observation":"Direct HTTP delivered a browser-verification challenge with HTTP 200; web-reader biography was accessible. Challenge text was not treated as source content.","query":"Refresh laboratory biography","url":"https://sites.biu.ac.il/en/computer-architecture-development-group"}]},"researcher_id":"r32","review_status":"partial"},"r33":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Use a public underwater-acoustics dataset to compare waveform transmission with task-oriented compressed messages on bandwidth, localization error and out-of-distribution drift.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Original c-s13 records Weiss-Wornell coauthorship; this is a proposed extension of an existing connection.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"MIT describes Wornell's work across signal processing, statistical inference and architectures for sensing, communication and storage, complementing Weiss's task-oriented compression and localization. Weiss's publication page already shows Wornell as a coauthor, so this proposes a new direction within an existing research connection, not a newly discovered partnership.","score":10,"source_ids":["c-s12","c-s13","c-s14","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a public underwater-acoustics localization workload with controlled channel and sensor drift. Compare generalization error, calibration and the sample-size threshold with full-waveform transmission at a matched energy or bandwidth budget.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Amir Weiss's statistical signal processing, localization can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for communication-aware multimodal coastal sensing. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s12","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a public underwater-acoustics localization workload with controlled channel and sensor drift. Compare tail latency, failure rate and sensitivity to the event distribution with full-waveform transmission at a matched energy or bandwidth budget.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Amir Weiss's statistical signal processing, localization can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for communication-aware multimodal coastal sensing. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s05","c-s12","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-tse","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a decentralized or information-constrained algorithm with a centralized reference on a small reproducible workload using a public underwater-acoustics localization workload with controlled channel and sensor drift. Compare communication cost, correctness and sensitivity to missing participants with full-waveform transmission at a matched energy or bandwidth budget.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Amir Weiss's statistical signal processing, localization can be paired with David Tse's documented information-theoretic methods, decentralized systems for communication-aware multimodal coastal sensing. The specific contribution is first-principles data and decentralized-system modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s12","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-erkip","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Simulate an acoustic multilateration problem with known sensor/target positions, sound speed, multipath delay and clock drift. Compare cooperative versus independent transmission of identical time-of-arrival estimates at equal acoustic energy/bandwidth, using the same localization estimator. Report position RMSE, unavailable-fix rate and communication cost; RF propagation formulas are not used.","identity_condition":"verified-profiles","institution":"New York University","name":"Elza Erkip","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Cooperative communication may support acoustic localization only through an explicit acoustic channel and common positioning objective; the wireless-to-acoustic transfer remains conditional. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 5/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Cooperative communication may support acoustic localization only through an explicit acoustic channel and common positioning objective; the wireless-to-acoustic transfer remains conditional. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Amir Weiss with Elza Erkip: Cooperative communication may support acoustic localization only through an explicit acoustic channel and common positioning objective; the wireless-to-acoustic transfer remains conditional.","score":7,"source_ids":["c-s12","pxe-s-erkip"],"url":"https://engineering.nyu.edu/faculty/elza-erkip"},{"candidate_id":"ex-goldsmith","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Use a synthetic underwater acoustic localization network with explicit propagation delays, sound-speed uncertainty and time-of-arrival packets. Compare adaptive and fixed packet-allocation policies under identical trajectories, estimators and acoustic energy budgets. Report position error and missed fixes alongside latency; do not substitute RF throughput for localization benefit.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Adaptive communication policy is an indirect contribution to acoustic localization whose value must appear in position error under an appropriate propagation model. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 6/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Adaptive communication policy is an indirect contribution to acoustic localization whose value must appear in position error under an appropriate propagation model. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Amir Weiss with Andrea Goldsmith: Adaptive communication policy is an indirect contribution to acoustic localization whose value must appear in position error under an appropriate propagation model.","score":7,"source_ids":["a-s21","c-s07","c-s12","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"candidate_id":"ex-medard","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Generate quantized acoustic time-of-arrival messages under a stated burst-erasure channel. Compare coded delivery with retransmission at equal acoustic symbol budget, keeping quantization and the localization estimator fixed. Measure recovered timestamp error, position RMSE and missed fixes against the same full-message reference; coding does not remove propagation bias.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Muriel Medard","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Reliable delivery can support underwater localization, but reduced block errors matter only through retained timestamp information and a common position estimator. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. Reliable delivery can support underwater localization, but reduced block errors matter only through retained timestamp information and a common position estimator. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Amir Weiss with Muriel Medard: Reliable delivery can support underwater localization, but reduced block errors matter only through retained timestamp information and a common position estimator.","score":7,"source_ids":["b-s39","c-s12","pxe-s-medard"],"url":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard"},{"candidate_id":"ex-rabaey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Replay two duty-cycle policies across the acquisition, compute and radio stages using a public underwater-acoustics localization workload with controlled channel and sensor drift. Compare energy per valid result and recovery latency with full-waveform transmission at a matched energy or bandwidth budget.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jan M. Rabaey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Amir Weiss's statistical signal processing, localization can be paired with Jan M. Rabaey's documented low-power integrated circuits, wireless sensor systems for communication-aware multimodal coastal sensing. The specific contribution is acquisition, computation and radio power budgeting; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s04","c-s12","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-calderbank","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Encode fixed-precision acoustic delay estimates into bits under a declared burst-flip/erasure channel. Compare a short block code with repetition at equal symbol budget using the same estimator and trajectories. Report delay-estimate error, localization RMSE and decoding cost; keep sound-speed bias and clock drift unchanged across codes.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Structured coding is a conditional protection layer for localization measurements, distinct from correcting acoustic-model or clock bias. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Structured coding is a conditional protection layer for localization measurements, distinct from correcting acoustic-model or clock bias. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Amir Weiss with Robert Calderbank: Structured coding is a conditional protection layer for localization measurements, distinct from correcting acoustic-model or clock bias.","score":6,"source_ids":["c-s12","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-haeupler","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify an interactive exchange of quantized timestamps among acoustic sensors with known positions, finite delay and a bounded message-corruption rate. Compare interactive redundancy with retransmission at equal message budget; feed completed timestamp sets to the same multilateration estimator. Report correct transcript recovery, position error and timeouts; distinguish communication faults from acoustic propagation error.","identity_condition":"verified-profiles","institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Interactive reliability can protect the timestamp exchange needed for localization, provided the protocol, acoustic timing and downstream position objective are explicit. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Interactive reliability can protect the timestamp exchange needed for localization, provided the protocol, acoustic timing and downstream position objective are explicit. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Amir Weiss with Bernhard Haeupler: Interactive reliability can protect the timestamp exchange needed for localization, provided the protocol, acoustic timing and downstream position objective are explicit.","score":6,"source_ids":["b-s10","c-s12","pxe-s-haeupler"],"url":"https://people.inf.ethz.ch/haeuplb/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: In a synthetic sensor network, compare full and compressed updates with injected poisoning on estimation error, bandwidth and recovery.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/14; fit 10/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Compression and adversarial robustness can conflict; the attack and information-loss models must be explicit.","rationale":"Proposal hypothesis: Amir Weiss's task-oriented compression supplies sensing messages for Leshem's distributed learning under congestion and corrupted updates.","researcher_id":"r34","score":10,"source_ids":["c-s12","c-s13","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Simulate timestamped arrivals with clock offsets and compare compressed versus full-message TDOA estimates against the stated bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/14; fit 10/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Shared estimation topic and complementary bounds/encoding roles justify a high fit, without claiming operational satellite access.","rationale":"Proposal hypothesis: Amir Weiss's time-delay estimation and compression align with Noam's estimation bounds and satellite localization methods.","researcher_id":"r40","score":10,"source_ids":["c-s12","c-s13","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare full photon-arrival traces with compressed summaries on simulated flow-estimation error across count rates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/14; fit 10/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The simulation must use an explicit optical forward model before physiology is inferred.","rationale":"Proposal hypothesis: Ozana's diffuse optical sensing gives Amir Weiss a concrete estimation/compression task where photon statistics constrain signal quality.","researcher_id":"r13","score":10,"source_ids":["a-s41","a-s42","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Compare raw and task-compressed transmissions over the same simulated uplink on localization error, total bits and outage sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/14; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. New candidate Nisan Ozana ranks higher at 10/10 (overlap 4, complementarity 3, feasibility 3). Its proposed capability split: Proposal hypothesis: Ozana's diffuse optical sensing gives Amir Weiss a concrete estimation/compression task where photon statistics constrain signal quality. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The compressed estimator needs a specified sensing target; capacity alone is not sensing quality.","rationale":"Proposal hypothesis: Zaidel can characterize a constrained multiuser link while Amir Weiss chooses compressed sensing messages according to estimation loss.","researcher_id":"r31","score":9,"source_ids":["c-s06","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare raw and compressed delay-estimation messages under the same coded-link budget on estimation error and latency.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/14; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A good compression ratio is insufficient if it destroys the target statistic.","rationale":"Proposal hypothesis: Zehavi can define the coded wireless link while Amir Weiss selects compressed sensor messages by estimation value.","researcher_id":"r06","score":9,"source_ids":["a-s19","a-s20","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare raw and compressed neural time-series summaries on held-out timing/decoding error and message size.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/14; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Compression must be evaluated against a specified neural statistic, not generic waveform similarity.","rationale":"Proposal hypothesis: Erez can define an electrophysiological timing target and Amir Weiss can test compressed estimation that preserves that target.","researcher_id":"r09","score":9,"source_ids":["a-s28","a-s29","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare full simulated pulse traces with extremum-based summaries on time-delay error and transmitted sample count.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/14; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Compression must preserve the particular pulse statistic needed by the optical experiment.","rationale":"Proposal hypothesis: Fridman's ultrafast temporal measurements present an estimation problem for Amir Weiss's compression and time-delay methods.","researcher_id":"r11","score":9,"source_ids":["a-s34","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare two quantized delay-estimation encodings on rate and estimation loss across a finite-alphabet noisy channel.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/14; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A communication reliability bound is not directly a bound on sensing-task quality.","rationale":"Proposal hypothesis: Somekh-Baruch's information-theoretic coding limits can constrain Amir Weiss's task-oriented compressed sensing messages.","researcher_id":"r26","score":9,"source_ids":["b-s38","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: On an open camera-pose benchmark, compare compressed representations with full features on pose error and calibration under scene shifts.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 9/14; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Camera and RF localization are different modalities; start with a representation-level comparison rather than assumed sensor fusion.","rationale":"Proposal hypothesis: Amir Weiss's statistical localization and compression complement Shavit's documented transformer camera-localization work.","researcher_id":"r39","score":9,"source_ids":["c-s12","c-s13","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare nominal and uncertainty-set estimators in a synthetic localization problem on worst-case bias and interval width.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 10/14; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The robust objective must be tied to a justified sensor-error set.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization can complement Amir Weiss's estimation under uncertain sensing models.","researcher_id":"r25","score":8,"source_ids":["b-s34","b-s35","b-s36","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Use a coupon-derived or simulated drift series to compare a fixed estimator with a mismatch-aware estimator on bias and fault detection.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/14; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Nisan Ozana ranks higher at 10/10 (overlap 4, complementarity 3, feasibility 3). Its proposed capability split: Proposal hypothesis: Ozana's diffuse optical sensing gives Amir Weiss a concrete estimation/compression task where photon statistics constrain signal quality. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: No water-sensor hardware or common dataset is established; the surface-to-signal transfer function must be measured.","rationale":"Proposal hypothesis: Tesler supplies controlled surface-fouling perturbations and Amir Weiss can test calibration methods that reveal rather than conceal sensor drift.","researcher_id":"r04","score":7,"source_ids":["a-s12","a-s13","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Fit a conductivity calibration on one bounded condition and hold out another; compare bias and interval coverage against a constant calibration.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 12/14; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Nisan Ozana ranks higher at 10/10 (overlap 4, complementarity 3, feasibility 3). Its proposed capability split: Proposal hypothesis: Ozana's diffuse optical sensing gives Amir Weiss a concrete estimation/compression task where photon statistics constrain signal quality. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A useful sensing observable is unverified, so model results cannot imply a deployable environmental sensor.","rationale":"Proposal hypothesis: Sadia's ionic-conductivity measurements can define material drift that Amir Weiss treats as an estimation problem with nuisance temperature and chemistry variables.","researcher_id":"r10","score":7,"source_ids":["a-s31","a-s32","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Simulate resonance shifts with known drift and compare two estimators on bias, uncertainty coverage and transmitted samples.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 13/14; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A physical noise model from the selected atomic device is a prerequisite.","rationale":"Proposal hypothesis: Zektzer can parameterize a drifting photonic sensor while Amir Weiss develops mismatch-aware estimation and compressed readout.","researcher_id":"r15","score":7,"source_ids":["b-s01","b-s02","c-s12","c-s13"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On a toy lossy sensing model, compare attainable estimation error for a proposed measurement with a matched classical estimator.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 14/14; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The toy lossy sensing model, estimated parameter and proposed quantum measurement are all unspecified. Equal-resource comparison is sound in principle, but the current prose does not justify maximum first-test feasibility. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Statistical improvement must not be conflated with a general quantum advantage.","rationale":"Proposal hypothesis: Eliahu Cohen can formalize a quantum measurement parameter and Amir Weiss can derive an estimator and classical comparison.","researcher_id":"r35","score":7,"source_ids":["c-s12","c-s13","c-s17","c-s18"]}],"patents":{"coverage":"searched-no-attributable-records","note":"The Bar-Ilan signal-processing profile and inventor-name discovery were inspected. US11519684B2 names Amir Weiss for a handgun-safety invention at the State of Israel Prime Minister Office, but no reliable identity bridge to this researcher was found. Other MetLife/First Solar/device leads are also unaccepted name matches. Zero additions means unresolved attribution, not no patents.","records":[],"searches":[{"access":"read","observation":"The Bar-Ilan signal-processing profile and inventor-name discovery were inspected. US11519684B2 names Amir Weiss for a handgun-safety invention at the State of Israel Prime Minister Office, but no reliable identity bridge to this researcher was found. Other MetLife/First Solar/device leads are also unaccepted name matches. Zero additions means unresolved attribution, not no patents. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Amir Weiss\" patent inventor","url":"https://www.google.com/search?q=%22Amir%20Weiss%22%20patent%20inventor"},{"access":"read","observation":"The Bar-Ilan signal-processing profile and inventor-name discovery were inspected. US11519684B2 names Amir Weiss for a handgun-safety invention at the State of Israel Prime Minister Office, but no reliable identity bridge to this researcher was found. Other MetLife/First Solar/device leads are also unaccepted name matches. Zero additions means unresolved attribution, not no patents. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Amir Weiss\" patent MIT localization","url":"https://www.google.com/search?q=%22Amir%20Weiss%22%20patent%20MIT%20localization"},{"access":"read","observation":"The Bar-Ilan signal-processing profile and inventor-name discovery were inspected. US11519684B2 names Amir Weiss for a handgun-safety invention at the State of Israel Prime Minister Office, but no reliable identity bridge to this researcher was found. Other MetLife/First Solar/device leads are also unaccepted name matches. Zero additions means unresolved attribution, not no patents.","query":"Inspect portfolio or first-party identity anchor","url":"https://sites.biu.ac.il/en/amir-weiss"},{"access":"read","observation":"Record names Amir Weiss and State Of Israel Prime Minister Office; no independent bridge to the Bar-Ilan signal-processing researcher. Withheld, not declared another person.","query":"Disambiguation of exact-name candidate US11519684B2","url":"https://patents.google.com/patent/US11519684B2/en"}]},"researcher_id":"r33","review_status":"partial"},"r34":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-goldsmith","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Simulate heterogeneous radios with congestion, poisoned updates and intermittent links; compare throughput, fairness and attack recovery with non-learning baselines.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Goldsmith's documented wireless and interconnected-systems research complements Leshem's distributed-learning and spectrum-management methods; this is a proposed match only.","score":10,"source_ids":["a-s21","c-s07","c-s15","c-s16","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"candidate_id":"ex-erkip","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two cooperative or non-cooperative link models with matched rate and power constraints using a simulated shared-spectrum learning workload with congestion, poisoned updates and intermittent links. Compare outage probability, achievable rate and power sensitivity with non-learning allocation and unprotected distributed learning.","identity_condition":"verified-profiles","institution":"New York University","name":"Elza Erkip","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Amir Leshem's distributed learning, wireless resource allocation can be paired with Elza Erkip's documented information theory, communication theory for adversarially resilient shared-spectrum learning. The specific contribution is wireless channel and reliability analysis; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s15","c-s16","pxe-s-erkip"],"url":"https://engineering.nyu.edu/faculty/elza-erkip"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a simulated shared-spectrum learning workload with congestion, poisoned updates and intermittent links. Compare calibration error, risk-coverage and confident-error rate with non-learning allocation and unprotected distributed learning.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Amir Leshem's distributed learning, wireless resource allocation can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for adversarially resilient shared-spectrum learning. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s29","c-s15","c-s16","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a simulated shared-spectrum learning workload with congestion, poisoned updates and intermittent links. Compare generalization error, calibration and the sample-size threshold with non-learning allocation and unprotected distributed learning.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Amir Leshem's distributed learning, wireless resource allocation can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for adversarially resilient shared-spectrum learning. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s15","c-s16","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a simulated shared-spectrum learning workload with congestion, poisoned updates and intermittent links. Compare estimation error, calibration and bits per valid decision with non-learning allocation and unprotected distributed learning.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Amir Leshem's distributed learning, wireless resource allocation can be paired with Gregory Wornell's documented signal processing, statistical inference for adversarially resilient shared-spectrum learning. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s14","c-s15","c-s16","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a simulated shared-spectrum learning workload with congestion, poisoned updates and intermittent links. Compare tail latency, failure rate and sensitivity to the event distribution with non-learning allocation and unprotected distributed learning.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Amir Leshem's distributed learning, wireless resource allocation can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for adversarially resilient shared-spectrum learning. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s05","c-s15","c-s16","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-tse","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a decentralized or information-constrained algorithm with a centralized reference on a small reproducible workload using a simulated shared-spectrum learning workload with congestion, poisoned updates and intermittent links. Compare communication cost, correctness and sensitivity to missing participants with non-learning allocation and unprotected distributed learning.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Amir Leshem's distributed learning, wireless resource allocation can be paired with David Tse's documented information-theoretic methods, decentralized systems for adversarially resilient shared-spectrum learning. The specific contribution is first-principles data and decentralized-system modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s15","c-s16","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-haeupler","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a fixed federated-learning task with two independent factors: corrupted/dropped transmitted bits and semantically poisoned but validly transmitted updates. Compare interactive message protection with retransmission while holding aggregation and poisoning defense fixed. Report recovered-message error, test loss and attack-induced loss separately under equal communication budget; do not claim coding defeats poisoned updates.","identity_condition":"verified-profiles","institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Interactive coding addresses transport corruption; robust learning requires a separate poisoning model and aggregator, so complementarity is bounded. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. Interactive coding addresses transport corruption; robust learning requires a separate poisoning model and aggregator, so complementarity is bounded. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Amir Leshem with Bernhard Haeupler: Interactive coding addresses transport corruption; robust learning requires a separate poisoning model and aggregator, so complementarity is bounded.","score":7,"source_ids":["b-s10","c-s15","c-s16","pxe-s-haeupler"],"url":"https://people.inf.ethz.ch/haeuplb/"},{"candidate_id":"ex-medard","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Fix a small synthetic learning dataset, client updates and aggregation rule. Cross a burst-erasure channel with a separately specified label-flip or update-poisoning process. Compare coded transport with retransmission at equal bit budget by message recovery and final learning loss; keep the poisoning defense identical and report any benefit separately for clean versus poisoned clients.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Muriel Medard","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Coded transport may reduce communication-induced learning degradation, but valid poisoned updates are not channel errors and require independent protection. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. Coded transport may reduce communication-induced learning degradation, but valid poisoned updates are not channel errors and require independent protection. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Amir Leshem with Muriel Medard: Coded transport may reduce communication-induced learning degradation, but valid poisoned updates are not channel errors and require independent protection.","score":7,"source_ids":["b-s39","c-s15","c-s16","pxe-s-medard"],"url":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard"},{"candidate_id":"ex-calderbank","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Serialize identical client updates into fixed-length bit strings and simulate a declared bit-flip channel separately from malicious update generation. Compare a block code with repetition at matched redundancy, using the same aggregation rule and attack fraction. Report update reconstruction error and final prediction loss in each fault/attack condition.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Coding can protect update transmission, not its semantic honesty; a shared learning objective and separate corruption/poisoning controls are prerequisites. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Coding can protect update transmission, not its semantic honesty; a shared learning objective and separate corruption/poisoning controls are prerequisites. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Amir Leshem with Robert Calderbank: Coding can protect update transmission, not its semantic honesty; a shared learning objective and separate corruption/poisoning controls are prerequisites.","score":6,"source_ids":["c-s15","c-s16","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Simulate a fixed multiuser uplink and compare distributed allocation with static allocation and a capacity-informed reference under congestion.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/11; fit 10/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Feasible analytical/simulation comparison; attack resilience requires a separately specified adversary.","rationale":"Proposal hypothesis: Zaidel's multiuser/MIMO analysis can bound the interference regime in which Leshem's distributed resource-allocation method should be evaluated.","researcher_id":"r31","score":10,"source_ids":["c-s06","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: In a synthetic sensor network, compare full and compressed updates with injected poisoning on estimation error, bandwidth and recovery.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/11; fit 10/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Compression and adversarial robustness can conflict; the attack and information-loss models must be explicit.","rationale":"Proposal hypothesis: Amir Weiss's task-oriented compression supplies sensing messages for Leshem's distributed learning under congestion and corrupted updates.","researcher_id":"r33","score":10,"source_ids":["c-s12","c-s13","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Simulate two sharing networks and compare throughput-oriented and estimation-aware adaptation on rate and localization error under link loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/11; fit 10/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A bounded simulator is feasible; broader satellite-terrestrial generalization needs a separate propagation model.","rationale":"Proposal hypothesis: Leshem's distributed adaptation and Noam's estimation/interference models complement one another when spectrum-sharing decisions alter measurement quality.","researcher_id":"r40","score":10,"source_ids":["c-s15","c-s16","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two robust aggregation methods under identical poisoning and congestion settings on accuracy, bandwidth and recovery.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/11; fit 10/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The attack budget and data heterogeneity must be frozen before comparing robustness.","rationale":"Proposal hypothesis: Fetaya's adversarial/federated learning and Leshem's robust distributed learning directly meet on poisoned updates over constrained networks.","researcher_id":"r22","score":10,"source_ids":["b-s24","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate a coded MIMO link shared by adaptive users and compare outage and fairness with a fixed resource split.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A shared channel and workload specification is needed before comparing algorithms.","rationale":"Proposal hypothesis: Zehavi's MIMO and coded-link constraints can ground Leshem's distributed wireless resource-allocation policies.","researcher_id":"r06","score":9,"source_ids":["a-s19","a-s20","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate an iterative distributed task with separate channel corruption and poisoned updates; compare convergence and task correctness.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/11; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Protocol reliability and model robustness are different guarantees and must be measured separately.","rationale":"Proposal hypothesis: Gelles can define correctness under noisy interaction while Leshem evaluates distributed learning under congestion and bad updates.","researcher_id":"r17","score":9,"source_ids":["b-s08","b-s09","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate an adaptive link policy with a mismatched decoder and compare empirical reliability to an explicitly applicable bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/11; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A policy cannot inherit a bound outside its channel assumptions.","rationale":"Proposal hypothesis: Somekh-Baruch can bound coding reliability while Leshem adapts wireless resources under uncertain and congested conditions.","researcher_id":"r26","score":9,"source_ids":["b-s38","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate node loss during a distributed optimization task; compare recovery time, objective error and extra messages with a static topology.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/11; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: An algorithmic fault model does not establish resistance to poisoned training data.","rationale":"Proposal hypothesis: Medina's fault-tolerant network algorithms and Leshem's distributed learning can separate recovery from node faults and adaptation to congestion.","researcher_id":"r30","score":9,"source_ids":["c-s04","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate changing network demand and compare a throughput-only policy with an online fairness constraint on regret and access gaps.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/11; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Fairness criteria are design choices; no deployment or participant agreement is implied.","rationale":"Proposal hypothesis: Leshem's distributed resource allocation and Ilan Cohen's online/fair-allocation algorithms could compare efficiency against repeated-access inequity.","researcher_id":"r37","score":9,"source_ids":["c-s15","c-s16","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, solve a small robust interference-allocation model and compare throughput and constraint violations with nominal allocation.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 10/11; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: No joint wireless project is established; the proposed contribution is optimization modelling.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization can formulate uncertainty sets for Leshem's distributed wireless resource allocation.","researcher_id":"r25","score":8,"source_ids":["b-s34","b-s35","b-s36","c-s15","c-s16"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a toy proof of update-bound compliance with plaintext inspection on verification cost and accepted invalid updates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/11; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The update-bound proof test has essentially the same unresolved proof-statement/security assumptions as r22-r38, which receives feasibility 2/3. Name the committed update, bounded predicate, adversary and concrete proof implementation, or apply the same 2/3 feasibility here. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A proven update bound does not establish that training data or model updates are benign.","rationale":"Proposal hypothesis: Leshem can define an adversarial federated-update problem and Mor Weiss can test private verification of a limited update property.","researcher_id":"r38","score":8,"source_ids":["c-s15","c-s16","c-s27"]}],"patents":{"coverage":"partial","note":"Four additions: two Metalink-origin patents, the Goldberger communication-system application and separately inspected WO2018198118A1 with Itshak Bergel/Bar-Ilan. CV page 21 cites US20090257581 for Leshem/Bergel, but the inspected publication has a different title and inventors Biyani/Mahadevan/Duvaut; that citation was rejected. The 2018 record is not asserted to repair the CV’s 2015 institutional date or erroneous number. No exhaustive legal-family audit.","records":[{"assignee":"Bar Ilan University","attribution_note":"The inspected inventor field names Amir Leshem. The record names Amir Leshem and Itshak Bergel at Bar-Ilan. This is independently attributable; it is not assumed to correct the CV year or erroneous 2009 publication number. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r34-WO2018198118A1"],"family_key":"google-family-63920330","identifier":"WO2018198118A1","original":false,"publication_date":"2018-11-01","source_ids":["pxc-s-WO2018198118A1"],"title":"A system and method for coordinated silencing for alien noise mitigation in a multi-users communication system","url":"https://patents.google.com/patent/WO2018198118A1/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"The inspected inventor field names Amir Leshem. The university-hosted CV lists the same identifier and inventor. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r34-US20110142181A1"],"family_key":"google-family-44142896","identifier":"US20110142181A1","original":false,"publication_date":"2011-06-16","source_ids":["pxc-s-US20110142181A1","pxc-s-leshem-cv"],"title":"Communication system","url":"https://patents.google.com/patent/US20110142181A1/en","verification":"publication-inspected"},{"assignee":"Metalink Ltd","attribution_note":"The inspected inventor field names Amir Leshem. The university-hosted CV lists the same identifier and inventor. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r34-US7636406B2"],"family_key":"google-family-35239437","identifier":"US7636406B2","original":false,"publication_date":"2009-12-22","source_ids":["pxc-s-US7636406B2","pxc-s-leshem-cv"],"title":"System and method of a MIMO transmitter / receiver","url":"https://patents.google.com/patent/US7636406B2/en","verification":"publication-inspected"},{"assignee":"Metalink Ltd","attribution_note":"The inspected inventor field names Amir Leshem. The university-hosted CV lists the same identifier and inventor. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r34-US7609789B2"],"family_key":"google-family-37431672","identifier":"US7609789B2","original":false,"publication_date":"2009-10-27","source_ids":["pxc-s-US7609789B2","pxc-s-leshem-cv"],"title":"Phase noise compensation for MIMO WLAN systems","url":"https://patents.google.com/patent/US7609789B2/en","verification":"publication-inspected"}],"searches":[{"access":"read","observation":"Four additions: two Metalink-origin patents, the Goldberger communication-system application and separately inspected WO2018198118A1 with Itshak Bergel/Bar-Ilan. CV page 21 cites US20090257581 for Leshem/Bergel, but the inspected publication has a different title and inventors Biyani/Mahadevan/Duvaut; that citation was rejected. The 2018 record is not asserted to repair the CV’s 2015 institutional date or erroneous number. No exhaustive legal-family audit. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Amir Leshem\" patents","url":"https://www.google.com/search?q=%22Amir%20Leshem%22%20patents"},{"access":"read","observation":"Four additions: two Metalink-origin patents, the Goldberger communication-system application and separately inspected WO2018198118A1 with Itshak Bergel/Bar-Ilan. CV page 21 cites US20090257581 for Leshem/Bergel, but the inspected publication has a different title and inventors Biyani/Mahadevan/Duvaut; that citation was rejected. The 2018 record is not asserted to repair the CV’s 2015 institutional date or erroneous number. No exhaustive legal-family audit. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Amir Leshem\" site:patents.google.com/patent","url":"https://www.google.com/search?q=%22Amir%20Leshem%22%20site%3Apatents.google.com%2Fpatent"},{"access":"read","observation":"Four additions: two Metalink-origin patents, the Goldberger communication-system application and separately inspected WO2018198118A1 with Itshak Bergel/Bar-Ilan. CV page 21 cites US20090257581 for Leshem/Bergel, but the inspected publication has a different title and inventors Biyani/Mahadevan/Duvaut; that citation was rejected. The 2018 record is not asserted to repair the CV’s 2015 institutional date or erroneous number. No exhaustive legal-family audit. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Coordinated silencing\" Leshem patent","url":"https://www.google.com/search?q=%22Coordinated%20silencing%22%20Leshem%20patent"},{"access":"read","observation":"Four additions: two Metalink-origin patents, the Goldberger communication-system application and separately inspected WO2018198118A1 with Itshak Bergel/Bar-Ilan. CV page 21 cites US20090257581 for Leshem/Bergel, but the inspected publication has a different title and inventors Biyani/Mahadevan/Duvaut; that citation was rejected. The 2018 record is not asserted to repair the CV’s 2015 institutional date or erroneous number. No exhaustive legal-family audit.","query":"Inspect portfolio or first-party identity anchor","url":"https://sites.biu.ac.il/en/node/9571"},{"access":"read","observation":"pxc-s-US7636406B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US7636406B2","url":"https://patents.google.com/patent/US7636406B2/en"},{"access":"read","observation":"pxc-s-US7609789B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US7609789B2","url":"https://patents.google.com/patent/US7609789B2/en"},{"access":"read","observation":"pxc-s-US20110142181A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20110142181A1","url":"https://patents.google.com/patent/US20110142181A1/en"},{"access":"read","observation":"pxc-s-WO2018198118A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication WO2018198118A1","url":"https://patents.google.com/patent/WO2018198118A1/en"},{"access":"read","observation":"Patent inventor field names Pravesh Biyani, Amitkumar Mahadevan and Patrick Duvaut, contradicting the CV attribution. Not added.","query":"Check CV citation US20090257581A1","url":"https://patents.google.com/patent/US20090257581A1/en"}]},"researcher_id":"r34","review_status":"partial"},"r35":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-mitchell","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Apply the proposed correction to a simulated atomic-sensor sequence and predefine the conditions under which it reduces calibration error before any benchtop study.","identity_condition":"verified-profiles","institution":"ICFO - The Institute of Photonic Sciences","name":"Morgan W. Mitchell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Mitchell's official profile documents atomic quantum optics and ultra-low-field magnetic-resonance sensing, providing the experimental capability needed to test the hypothesis; no collaboration is implied.","score":8,"source_ids":["c-s17","c-s18","c-s19","pxe-s-mitchell"],"url":"https://www.icfo.eu/about-icfo/people/directory/?id=11"},{"candidate_id":"ex-brakerski","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare toy quantum-error accounting with and without syndrome-informed correction under explicit assumptions using a toy atomic-sensor or quantum-measurement model with explicit clock-reference error. Compare observable bias and correction overhead; no atomic-clock benefit assumed with the same sequence without clock correction under the same noise assumptions.","identity_condition":"verified-profiles","institution":"Weizmann Institute of Science","name":"Zvika Brakerski","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 2/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Eliahu Cohen's quantum measurement theory, nonlocality can be paired with Zvika Brakerski's documented fully homomorphic encryption, quantum cryptography for quantum-clock correction for ultra-low-field sensing. The specific contribution is quantum-error accounting and limitations; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s17","c-s18","pxe-s-brakerski"],"url":"https://zvikab.bitbucket.io/"},{"candidate_id":"ex-calderbank","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare structured and unstructured error descriptions for repeated toy quantum measurements using a toy atomic-sensor or quantum-measurement model with explicit clock-reference error. Compare logical/measurement error and redundancy cost with the same sequence without clock correction under the same noise assumptions.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 3/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Eliahu Cohen's quantum measurement theory, nonlocality can be paired with Robert Calderbank's documented space-time coding, quantum error correction for quantum-clock correction for ultra-low-field sensing. The specific contribution is structured error models for quantum measurements; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s17","c-s18","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-atature","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Model a spin/photon readout sequence with calibrated dephasing and collection-loss sweeps using a toy atomic-sensor or quantum-measurement model with explicit clock-reference error. Compare readout contrast and sensitivity to decoherence with the same sequence without clock correction under the same noise assumptions.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Mete Atatüre","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Eliahu Cohen's quantum measurement theory, nonlocality can be paired with Mete Atatüre's documented spin-photon interfaces, quantum sensors for quantum-clock correction for ultra-low-field sensing. The specific contribution is spin-photon interface characterization; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s27","c-s17","c-s18","pxe-s-atature"],"url":"https://www.quantum.cam.ac.uk/mete-atature"},{"candidate_id":"ex-galli","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Construct a small material-derived Hamiltonian and compare ordinary unitary evolution with the explicitly specified quantum-time or non-Hermitian measurement model. Report observable bias, normalization failures and dependence on the electronic-structure approximation before claiming a sensing application.","identity_condition":"verified-profiles","institution":"The University of Chicago and Argonne National Laboratory","name":"Giulia Galli","qualification":"Proposed alternative research direction; no relationship asserted. Independent review pending; forecast confidence low. A compatible toy Hamiltonian and a falsifiable translation of the quantum-time formalism are required. No atomic-sensor benefit or partner availability is established.","ranking_note":"Rank 5/10 after semantic revision; analyst score 7 = max(1, 2+2+3): topic overlap 2/4, complementarity 2/3, feasible first test 3/3. The material Hamiltonian is complementary to foundational measurement theory, but topic overlap is indirect. A small numerical comparison is feasible only after the formalism and observables are fixed.","rationale":"Proposed capability match: Eliahu Cohen's quantum measurement and quantum-time models could be tested against microscopic material models supplied by Giulia Galli's documented electronic-structure capability. This is an alternative solid-state theory experiment, not an assertion that material noise improves the original atomic-clock proposal.","score":7,"source_ids":["c-s17","c-s18","pxe-s-galli"],"url":"https://galligroup.uchicago.edu/People/galli.php"},{"candidate_id":"ex-giustino","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Construct a small material-derived Hamiltonian and compare ordinary unitary evolution with the explicitly specified quantum-time or non-Hermitian measurement model. Report observable bias, normalization failures and dependence on the electronic-structure approximation before claiming a sensing application.","identity_condition":"verified-profiles","institution":"The University of Texas at Austin","name":"Feliciano Giustino","qualification":"Proposed alternative research direction; no relationship asserted. Independent review pending; forecast confidence low. A compatible toy Hamiltonian and a falsifiable translation of the quantum-time formalism are required. No atomic-sensor benefit or partner availability is established.","ranking_note":"Rank 6/10 after semantic revision; analyst score 7 = max(1, 2+2+3): topic overlap 2/4, complementarity 2/3, feasible first test 3/3. The material Hamiltonian is complementary to foundational measurement theory, but topic overlap is indirect. A small numerical comparison is feasible only after the formalism and observables are fixed.","rationale":"Proposed capability match: Eliahu Cohen's quantum measurement and quantum-time models could be tested against microscopic material models supplied by Feliciano Giustino's documented electronic-structure capability. This is an alternative solid-state theory experiment, not an assertion that material noise improves the original atomic-clock proposal.","score":7,"source_ids":["c-s17","c-s18","c-s38","pxe-s-giustino"],"url":"https://physics.utexas.edu/directory/feliciano-giustino"},{"candidate_id":"ex-vuckovic","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare one inverse-designed and one conventional cavity/coupler under matched fabrication constraints using a toy atomic-sensor or quantum-measurement model with explicit clock-reference error. Compare coupling efficiency, bandwidth and tolerance sensitivity with the same sequence without clock correction under the same noise assumptions.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Jelena Vuckovic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Eliahu Cohen's quantum measurement theory, nonlocality can be paired with Jelena Vuckovic's documented integrated quantum photonics, cavity QED for quantum-clock correction for ultra-low-field sensing. The specific contribution is cavity coupling and inverse photonic design; this transfer is an analyst hypothesis.","score":7,"source_ids":["b-s03","c-s17","c-s18","pxe-s-vuckovic"],"url":"https://stanford.edu/~jela/"},{"candidate_id":"ex-wornell","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Derive a classical estimator with the same observed data as the proposed quantum protocol using a toy atomic-sensor or quantum-measurement model with explicit clock-reference error. Compare bias and variance after nuisance clock parameters are estimated with the same sequence without clock correction under the same noise assumptions.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+2+3): topic overlap 2/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Eliahu Cohen's quantum measurement theory, nonlocality can be paired with Gregory Wornell's documented signal processing, statistical inference for quantum-clock correction for ultra-low-field sensing. The specific contribution is classical statistical calibration comparator; this transfer is an analyst hypothesis.","score":7,"source_ids":["c-s14","c-s17","c-s18","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-lipson","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Write a toy phase-clock readout whose observation is photon-count imbalance after an interferometer. Map circuit insertion loss and phase drift to detector efficiency and phase-noise parameters in that same observation model. Compare conventional and integrated routing under identical clock dynamics by phase-estimation error and missing detections; stop if no defensible device-to-observable mapping is available.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Integrated routing is a conditional implementation branch for a defined clock-phase measurement; device fidelity alone does not establish a quantum-clock advantage. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Integrated routing is a conditional implementation branch for a defined clock-phase measurement; device fidelity alone does not establish a quantum-clock advantage. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Eliahu Cohen with Michal Lipson: Integrated routing is a conditional implementation branch for a defined clock-phase measurement; device fidelity alone does not establish a quantum-clock advantage.","score":4,"source_ids":["a-s40","c-s17","c-s18","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"candidate_id":"ex-loncar","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Specify a hypothetical frequency-conversion interface before a toy clock-phase detector, mapping conversion efficiency, added noise and phase drift into the detector's count likelihood. Compare converted and direct optical paths at equal input photons within the same clock/estimator model. Report phase bias and variance; reject the branch if phase preservation cannot be justified.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Marko Loncar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Nonlinear photonics could supply an interface only if its noise and phase transfer can be connected to the clock observable; this platform bridge remains unconfirmed. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Nonlinear photonics could supply an interface only if its noise and phase transfer can be connected to the clock observable; this platform bridge remains unconfirmed. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Eliahu Cohen with Marko Loncar: Nonlinear photonics could supply an interface only if its noise and phase transfer can be connected to the clock observable; this platform bridge remains unconfirmed.","score":4,"source_ids":["c-s17","c-s18","c-s41","pxe-s-loncar"],"url":"https://seas.harvard.edu/person/marko-loncar"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Simulate a three-mode transformation with detector loss and compare a proposed measurement statistic to a classical mixture control.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Independent review lowered feasibility by one point: Three modes, detector loss and a classical-mixture control give a useful scaffold, but the proposed measurement statistic is unnamed. Define the witness/estimator and its output criterion, or score feasibility 2/3 rather than 3/3. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The score reflects a tractable optical-theory test, not an established quantum advantage.","rationale":"Proposal hypothesis: Blau's quantum frequency transformations give Eliahu Cohen a concrete measurement system for testing distinguishability and uncertainty relations.","researcher_id":"r12","score":8,"source_ids":["a-s37","a-s38","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Model one atomic sensing sequence with and without the proposed readout and compare estimation error at equal photon budgets.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A classical equal-resource comparator is essential; a conceptual correction may not survive device noise.","rationale":"Proposal hypothesis: Zektzer's atom-photon sensor platform and Eliahu Cohen's quantum measurement theory could identify when a proposed readout helps under realistic noise.","researcher_id":"r15","score":8,"source_ids":["b-s01","b-s02","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: For a small published defect model, compare a measurement prediction under two approximations and test against a classical/noise null.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A bounded theory study is plausible; a jointly valid material and measurement model must be agreed before device conclusions.","rationale":"Proposal hypothesis: Goldzak Mizrahi's microscopic material model and Eliahu Cohen's quantum-measurement theory can connect defect dynamics to a clearly defined observable.","researcher_id":"r41","score":8,"source_ids":["c-s17","c-s18","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a temporal-cavity model with classical and quantum input statistics at equal energy; quantify an explicitly chosen observable.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The temporal cavity and equal-energy comparison are plausible, but the test leaves the observable explicitly to be chosen. A 3/3 feasible-first-test score is premature until the measured quantity, quantum/classical input states and loss/noise model are fixed. The live Fridman page even lists joint quantum-temporal work, supporting topic fit without resolving this experimental specification. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A temporal analogy alone does not establish quantum advantage.","rationale":"Proposal hypothesis: Fridman's temporal cavities provide a concrete optical system for Eliahu Cohen's questions about quantum time and measurement.","researcher_id":"r11","score":8,"source_ids":["a-s34","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Model a photon-correlation measurement with background and detector noise; compare the quantum witness with a matched classical emitter model.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Moti Fridman ranks higher at 8/10 (overlap 3, complementarity 3, feasibility 2). Its proposed capability split: Proposal hypothesis: Fridman's temporal cavities provide a concrete optical system for Eliahu Cohen's questions about quantum time and measurement. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A quantum-measurement concept is not a demonstrated colloidal sensor; a concrete observable must precede hardware claims.","rationale":"Proposal hypothesis: Panfil can specify emitter brightness and noise while Eliahu Cohen defines which quantum-measurement observable distinguishes it from a classical light source.","researcher_id":"r08","score":7,"source_ids":["a-s25","a-s26","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Compare quantum and classical probe models in one lossy converter at equal input energy; report sensitivity and the loss threshold for any gain.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Moti Fridman ranks higher at 8/10 (overlap 3, complementarity 3, feasibility 2). Its proposed capability split: Proposal hypothesis: Fridman's temporal cavities provide a concrete optical system for Eliahu Cohen's questions about quantum time and measurement. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Quantum-foundations expertise alone does not establish a fabrication-compatible sensing advantage.","rationale":"Proposal hypothesis: Desiatov can parameterize an integrated nonlinear device while Eliahu Cohen specifies a falsifiable quantum-measurement benefit.","researcher_id":"r42","score":7,"source_ids":["c-s17","c-s18","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On a toy lossy sensing model, compare attainable estimation error for a proposed measurement with a matched classical estimator.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The toy lossy sensing model, estimated parameter and proposed quantum measurement are all unspecified. Equal-resource comparison is sound in principle, but the current prose does not justify maximum first-test feasibility. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Statistical improvement must not be conflated with a general quantum advantage.","rationale":"Proposal hypothesis: Eliahu Cohen can formalize a quantum measurement parameter and Amir Weiss can derive an estimator and classical comparison.","researcher_id":"r33","score":7,"source_ids":["c-s12","c-s13","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare a quantum-clock timing model and classical timing noise at equal resources; report estimation-bound sensitivity to loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The cited quantum-clock abstract concerns Page-Wootters clock frames and foundational uncertainty, not an engineered timing sensor. Define how a specific clock state produces the timing likelihood/noise model before assigning maximum feasibility; keep the existing low topic-overlap score. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: No satellite quantum hardware or practical clock correction is established.","rationale":"Proposal hypothesis: Eliahu Cohen's measurement theory and Noam's estimation bounds could test a narrowly defined quantum-timing proposal.","researcher_id":"r40","score":7,"source_ids":["c-s17","c-s18","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Compare classical and proposed quantum estimation on an identical diffuse-optical noise model and photon budget.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 6/10: topic overlap 1/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A quantum advantage is especially uncertain in scattering tissue; this is an explicit falsification test.","rationale":"Proposal hypothesis: Ozana can set realistic photon and motion noise limits for Eliahu Cohen's proposed quantum-sensing observable.","researcher_id":"r13","score":6,"source_ids":["a-s41","a-s42","c-s17","c-s18"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: For a small measurement-induced classical channel, compare two decoders and the relevant classical reliability bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 6/10: topic overlap 1/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Somekh-Baruch's cited expertise is classical coding; quantum-channel expertise is not inferred.","rationale":"Proposal hypothesis: Somekh-Baruch's coding limits could help distinguish communication reliability from Eliahu Cohen's quantum-measurement information claims.","researcher_id":"r26","score":6,"source_ids":["b-s38","c-s17","c-s18"]}],"patents":{"coverage":"partial","note":"The quantum inventor index led to six inspected and attributable 2024–2025 publications, five with Bar-Ilan and Mellanox original-assignee fields and one Bar-Ilan high-photon-energy imaging application. Five additional indexed identifiers returned 404 from Google Patents and are not accepted from the index alone. Common Eli/Eliahu names and cited papers were not treated as inventor identity. Coverage is partial, including the 2026 frontier.","records":[{"assignee":"Bar Ilan University; Mellanox Technologies Ltd","attribution_note":"The inspected inventor field names Eliahu Cohen. Quantum-imaging/communication subject, Bar-Ilan applicant context and recurring Elitzur/Idan/Shwartz co-inventors support the mapping to the Bar-Ilan quantum researcher; not to unrelated Eli/Eliahu Cohens. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r35-US20250373340A1"],"family_key":"google-family-97680736","identifier":"US20250373340A1","original":false,"publication_date":"2025-12-04","source_ids":["pxc-s-US20250373340A1"],"title":"System for quantum information retrieval","url":"https://patents.google.com/patent/US20250373340A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University; Mellanox Technologies Ltd","attribution_note":"The inspected inventor field names Eliahu Cohen. Quantum-imaging/communication subject, Bar-Ilan applicant context and recurring Elitzur/Idan/Shwartz co-inventors support the mapping to the Bar-Ilan quantum researcher; not to unrelated Eli/Eliahu Cohens. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r35-US20250365149A1"],"family_key":"google-family-97754720","identifier":"US20250365149A1","original":false,"publication_date":"2025-11-27","source_ids":["pxc-s-US20250365149A1"],"title":"Quandle-based cryptopgraphic framework","url":"https://patents.google.com/patent/US20250365149A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University; Mellanox Technologies Ltd","attribution_note":"The inspected inventor field names Eliahu Cohen. Quantum-imaging/communication subject, Bar-Ilan applicant context and recurring Elitzur/Idan/Shwartz co-inventors support the mapping to the Bar-Ilan quantum researcher; not to unrelated Eli/Eliahu Cohens. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r35-US20240296361A1"],"family_key":"google-family-92544974","identifier":"US20240296361A1","original":false,"publication_date":"2024-09-05","source_ids":["pxc-s-US20240296361A1"],"title":"Detection of noise and eavesdropping attempts on a quantum communication network by probing auxiliary degrees of freedom","url":"https://patents.google.com/patent/US20240296361A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"The inspected inventor field names Eliahu Cohen. Quantum-imaging/communication subject, Bar-Ilan applicant context and recurring Elitzur/Idan/Shwartz co-inventors support the mapping to the Bar-Ilan quantum researcher; not to unrelated Eli/Eliahu Cohens. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r35-US20240288595A1"],"family_key":"google-family-85086433","identifier":"US20240288595A1","original":false,"publication_date":"2024-08-29","source_ids":["pxc-s-US20240288595A1"],"title":"Method and system for high photon energies imaging","url":"https://patents.google.com/patent/US20240288595A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University; Mellanox Technologies Ltd","attribution_note":"The inspected inventor field names Eliahu Cohen. Quantum-imaging/communication subject, Bar-Ilan applicant context and recurring Elitzur/Idan/Shwartz co-inventors support the mapping to the Bar-Ilan quantum researcher; not to unrelated Eli/Eliahu Cohens. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r35-US20240232672A1"],"family_key":"google-family-91761538","identifier":"US20240232672A1","original":false,"publication_date":"2024-07-11","source_ids":["pxc-s-US20240232672A1"],"title":"Utilizing weak measurements to reveal information content via an intercept and resend process on a quantum interconnect link","url":"https://patents.google.com/patent/US20240232672A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University; Mellanox Technologies Ltd","attribution_note":"The inspected inventor field names Eliahu Cohen. Quantum-imaging/communication subject, Bar-Ilan applicant context and recurring Elitzur/Idan/Shwartz co-inventors support the mapping to the Bar-Ilan quantum researcher; not to unrelated Eli/Eliahu Cohens. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r35-US20240195834A1"],"family_key":"google-family-91380617","identifier":"US20240195834A1","original":false,"publication_date":"2024-06-13","source_ids":["pxc-s-US20240195834A1"],"title":"Multi-level methods for characterizing quantum communication channels","url":"https://patents.google.com/patent/US20240195834A1/en","verification":"publication-inspected"}],"searches":[{"access":"read","observation":"The quantum inventor index led to six inspected and attributable 2024–2025 publications, five with Bar-Ilan and Mellanox original-assignee fields and one Bar-Ilan high-photon-energy imaging application. Five additional indexed identifiers returned 404 from Google Patents and are not accepted from the index alone. Common Eli/Eliahu names and cited papers were not treated as inventor identity. Coverage is partial, including the 2026 frontier. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Eliahu Cohen\" patents inventor","url":"https://www.google.com/search?q=%22Eliahu%20Cohen%22%20patents%20inventor"},{"access":"read","observation":"The quantum inventor index led to six inspected and attributable 2024–2025 publications, five with Bar-Ilan and Mellanox original-assignee fields and one Bar-Ilan high-photon-energy imaging application. Five additional indexed identifiers returned 404 from Google Patents and are not accepted from the index alone. Common Eli/Eliahu names and cited papers were not treated as inventor identity. Coverage is partial, including the 2026 frontier. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Eliahu Cohen\" \"patent\" quantum","url":"https://www.google.com/search?q=%22Eliahu%20Cohen%22%20%22patent%22%20quantum"},{"access":"read","observation":"The quantum inventor index led to six inspected and attributable 2024–2025 publications, five with Bar-Ilan and Mellanox original-assignee fields and one Bar-Ilan high-photon-energy imaging application. Five additional indexed identifiers returned 404 from Google Patents and are not accepted from the index alone. Common Eli/Eliahu names and cited papers were not treated as inventor identity. Coverage is partial, including the 2026 frontier.","query":"Inspect portfolio or first-party identity anchor","url":"https://patents.justia.com/inventor/eliahu-cohen"},{"access":"read","observation":"pxc-s-US20250373340A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20250373340A1","url":"https://patents.google.com/patent/US20250373340A1/en"},{"access":"read","observation":"pxc-s-US20250365149A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20250365149A1","url":"https://patents.google.com/patent/US20250365149A1/en"},{"access":"read","observation":"pxc-s-US20240296361A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20240296361A1","url":"https://patents.google.com/patent/US20240296361A1/en"},{"access":"read","observation":"pxc-s-US20240288595A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20240288595A1","url":"https://patents.google.com/patent/US20240288595A1/en"},{"access":"read","observation":"pxc-s-US20240232672A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20240232672A1","url":"https://patents.google.com/patent/US20240232672A1/en"},{"access":"read","observation":"pxc-s-US20240195834A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20240195834A1","url":"https://patents.google.com/patent/US20240195834A1/en"},{"access":"deferred","observation":"404 Client Error: Not Found for url: https://patents.google.com/patent/US20260238474A1/en; public inventor index is discovery only, not accepted proof for this addition.","query":"Inspect indexed publication; no index-only acceptance","url":"https://patents.google.com/patent/US20260238474A1/en"},{"access":"deferred","observation":"404 Client Error: Not Found for url: https://patents.google.com/patent/US20260238463A1/en; public inventor index is discovery only, not accepted proof for this addition.","query":"Inspect indexed publication; no index-only acceptance","url":"https://patents.google.com/patent/US20260238463A1/en"},{"access":"deferred","observation":"404 Client Error: Not Found for url: https://patents.google.com/patent/US20260238475A1/en; public inventor index is discovery only, not accepted proof for this addition.","query":"Inspect indexed publication; no index-only acceptance","url":"https://patents.google.com/patent/US20260238475A1/en"},{"access":"deferred","observation":"404 Client Error: Not Found for url: https://patents.google.com/patent/US20260197345A1/en; public inventor index is discovery only, not accepted proof for this addition.","query":"Inspect indexed publication; no index-only acceptance","url":"https://patents.google.com/patent/US20260197345A1/en"},{"access":"deferred","observation":"404 Client Error: Not Found for url: https://patents.google.com/patent/US11949463B2/en; public inventor index is discovery only, not accepted proof for this addition.","query":"Inspect indexed publication; no index-only acceptance","url":"https://patents.google.com/patent/US11949463B2/en"},{"access":"partial","observation":"Direct HTTP returned 403; web-reader access succeeded. Read as discovery only.","query":"Public inventor index transport check","url":"https://patents.justia.com/inventor/eliahu-cohen"}]},"researcher_id":"r35","review_status":"partial"},"r36":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-ozcan","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Use calibrated tissue phantoms and a preregistered held-out set to compare reconstruction error and uncertainty with conventional low-cost imaging.","identity_condition":"verified-profiles","institution":"University of California, Los Angeles","name":"Aydogan Ozcan","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Ozcan's official profile documents computational imaging, microscopy, biosensing and mobile-health systems that complement Zalevsky's optical hardware and scattering expertise; this is a proposed match.","score":9,"source_ids":["c-s20","c-s21","c-s22","pxe-s-ozcan"],"url":"https://samueli.ucla.edu/people/aydogan-ozcan/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using calibrated optical phantom images held out by scattering and acquisition condition. Compare estimation error, calibration and bits per valid decision with a conventional low-cost reconstruction with matched input information.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Zeev Zalevsky's super-resolution imaging, biomedical optics can be paired with Gregory Wornell's documented signal processing, statistical inference for passive optical digital twin for low-resource screening. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s14","c-s20","c-s21","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-boas","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Fit a physiological optical forward model with controlled flow and absorption perturbations using calibrated optical phantom images held out by scattering and acquisition condition. Compare flow-estimation bias and sensitivity to extracerebral contamination with a conventional low-cost reconstruction with matched input information.","identity_condition":"verified-profiles","institution":"Boston University","name":"David Boas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Zeev Zalevsky's super-resolution imaging, biomedical optics can be paired with David Boas's documented neurophotonics, functional near-infrared spectroscopy for passive optical digital twin for low-resource screening. The specific contribution is neurovascular optical measurement; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s44","c-s20","c-s21","pxe-s-boas"],"url":"https://www.bu.edu/eng/profile/david-boas-ph-d/"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using calibrated optical phantom images held out by scattering and acquisition condition. Compare calibration error, risk-coverage and confident-error rate with a conventional low-cost reconstruction with matched input information.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Zeev Zalevsky's super-resolution imaging, biomedical optics can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for passive optical digital twin for low-resource screening. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s29","c-s20","c-s21","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-lipson","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a small integrated modulation/interference circuit with realistic propagation loss using calibrated optical phantom images held out by scattering and acquisition condition. Compare conversion or routing fidelity, insertion loss and fabrication sensitivity with a conventional low-cost reconstruction with matched input information.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Zeev Zalevsky's super-resolution imaging, biomedical optics can be paired with Michal Lipson's documented integrated nanophotonics, on-chip modulation for passive optical digital twin for low-resource screening. The specific contribution is integrated optical modulation and light confinement; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s40","c-s20","c-s21","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"candidate_id":"ex-boyden","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Generate labelled-cell image pairs with known cell positions, channel overlap and scattering. Compare registration/unmixing methods on identical rendered measurements by cell-localization error and false matches, with known synthetic labels as reference. This is a separate cellular-imaging branch; no optical manipulation of archived phantom images is possible.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Ed Boyden","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Cellular imaging can complement computational microscopy when cellular labels and ground truth are specified rather than assumed in generic optical phantoms. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 6/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Cellular imaging can complement computational microscopy when cellular labels and ground truth are specified rather than assumed in generic optical phantoms. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Zeev Zalevsky with Ed Boyden: Cellular imaging can complement computational microscopy when cellular labels and ground truth are specified rather than assumed in generic optical phantoms.","score":7,"source_ids":["c-s20","c-s21","pxe-s-boyden"],"url":"https://mcgovern.mit.edu/profile/ed-boyden/"},{"candidate_id":"ex-muller","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Simulate front-end noise and sampling duty cycle before selecting a sensor interface using calibrated optical phantom images held out by scattering and acquisition condition. Compare signal-to-noise ratio and acquisition power with a conventional low-cost reconstruction with matched input information.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Rikky Muller","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Zeev Zalevsky's super-resolution imaging, biomedical optics can be paired with Rikky Muller's documented integrated circuits, biosystems for passive optical digital twin for low-resource screening. The specific contribution is bioelectronic acquisition interfaces; this transfer is an analyst hypothesis.","score":7,"source_ids":["c-s20","c-s21","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-chien","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Define a prospective microfluidic optical detector with stipulated particle trajectories and detector waveforms. Compare two digital acquisition/calibration schemes on identical simulated trajectories and blank-channel noise by concentration-estimation bias and event-detection error. Hold fluidic behavior fixed; physical mixing and contamination need new sample experiments.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jun-Chau Chien","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: A biosensor acquisition interface could support optical measurement, but archived images alone provide neither fluidic samples nor a calibration experiment. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 8/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. A biosensor acquisition interface could support optical measurement, but archived images alone provide neither fluidic samples nor a calibration experiment. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Zeev Zalevsky with Jun-Chau Chien: A biosensor acquisition interface could support optical measurement, but archived images alone provide neither fluidic samples nor a calibration experiment.","score":6,"source_ids":["c-s20","c-s21","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-quake","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Generate synthetic cell images and counts from a known population, then computationally apply capture-selection bias, cell overlap and background contamination. Hold image reconstruction fixed; compare inferred population counts under ideal versus biased capture against model truth. A real isolation/dilution protocol would require fresh samples and an explicitly selected cellular application.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Stephen Quake","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Cell-isolation expertise could motivate a measurement-bias study in a separate cellular branch, not a physical experiment on existing optical images. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 5 = max(1, 1+2+2): topic overlap 1/4, complementarity 2/3, feasible first test 2/3. Cell-isolation expertise could motivate a measurement-bias study in a separate cellular branch, not a physical experiment on existing optical images. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Zeev Zalevsky with Stephen Quake: Cell-isolation expertise could motivate a measurement-bias study in a separate cellular branch, not a physical experiment on existing optical images.","score":5,"source_ids":["c-s20","c-s21","pxe-s-quake"],"url":"https://profiles.stanford.edu/stephen-quake"},{"candidate_id":"ex-he","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Specify a hypothetical joint optical/electrical sensing model with one known latent signal, separate forward operators and synchronized sampling. Compare optical-only and joint inverse estimation on the same synthetic trials by latent-signal error under modality dropout. First justify why electrophysiology belongs to the imaging application; no electrical signal is inferred from optical phantom pixels.","identity_condition":"verified-profiles","institution":"Carnegie Mellon University","name":"Bin He","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Electrophysiological methods are a conditional multimodal branch requiring a shared latent observable and acquisition model; the existing optical phantom does not supply that modality. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Electrophysiological methods are a conditional multimodal branch requiring a shared latent observable and acquisition model; the existing optical phantom does not supply that modality. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Zeev Zalevsky with Bin He: Electrophysiological methods are a conditional multimodal branch requiring a shared latent observable and acquisition model; the existing optical phantom does not supply that modality.","score":4,"source_ids":["a-s30","c-s20","c-s21","pxe-s-he"],"url":"https://www.cmu.edu/bme/helab/People/faculty/bhe.html"}],"internal":[{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare a simulated metasurface imaging element with a conventional aperture over fixed angles; measure reconstruction error and tolerance to aberration.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r20: Conditional later role: add a photonic component only if the baseline study identifies an optical bottleneck that it can address. o06 r36: Conditional later role: assess an imaging/readout change only if it targets the dominant measured bottleneck.","ranking_note":"Rank 1/13; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). Preserved original co-membership proposal in o06. No strictly higher-scoring candidate displaces this original. Substantial optics overlap reduces complementarity; any diagnostic gain requires a separate application test. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Lewi's metasurface design and Zalevsky's super-resolution and nanophotonics meet on compact imaging with controlled angular response.","researcher_id":"r20","score":9,"source_ids":["b-s18","b-s19","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two optical readout models on a tissue phantom with controlled motion; measure perfusion-estimate bias and repeatability.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/13; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Phantom performance does not establish human monitoring or clinical utility. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ozana's diffuse brain monitoring and Zalevsky's biomedical and fiber sensing offer complementary routes to identify motion-sensitive optical artifacts.","researcher_id":"r13","score":9,"source_ids":["a-s41","a-s42","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Use an open image stack or known-point phantom to compare localization error before and after a reconstruction step.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/13; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Apparent resolution gains may create false spots; sequencing identity and registration controls are required. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon's expansion sequencing and Zalevsky's super-resolution methods can test optical resolution against spatial molecular registration accuracy.","researcher_id":"r18","score":9,"source_ids":["b-s11","b-s12","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Measure a fixed phantom/dilution panel with a standard readout and a proposed optical reconstruction; report detection repeatability and background sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r36: Conditional later role: assess an imaging/readout change only if it targets the dominant measured bottleneck.","ranking_note":"Rank 4/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. An added candidate, r13 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A new readout must target the dominant measured error; broader imaging expertise alone is not evidence of assay improvement. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Danielli's optical background suppression and Zalevsky's biomedical optics could separate sample preparation gains from readout gains.","researcher_id":"r14","score":8,"source_ids":["a-s45","a-s46","a-s47","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Use a tissue-mimicking phantom with known probe concentrations to compare contrast recovery and depth sensitivity against a conventional image.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o06 r36: Conditional later role: assess an imaging/readout change only if it targets the dominant measured bottleneck.","ranking_note":"Rank 5/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o06. An added candidate, r13 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: An optical phantom cannot establish in-vivo targeting, safety or therapeutic efficacy. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer can define nanoprobe contrast and nonspecific uptake controls while Zalevsky assesses an optical imaging readout.","researcher_id":"r16","score":8,"source_ids":["b-s04","b-s05","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Generate a known-geometry 3D phantom or use existing labelled culture images to compare reconstruction error with conventional microscopy.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Resolution improvement must preserve viability and avoid unsupported functional interpretation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Shefi's three-dimensional neural cultures provide controlled structures for Zalevsky's super-resolution and biomedical imaging.","researcher_id":"r03","score":8,"source_ids":["a-s08","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Use a sensor-window phantom with controlled deposits and compare signal drift for coated and uncoated windows.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Optical transparency and coating longevity must be checked independently. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's antifouling interfaces could preserve the calibration of Zalevsky's fiber or biomedical optical sensing surfaces.","researcher_id":"r04","score":8,"source_ids":["a-s12","a-s13","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Use a synthetic emitter-spacing series with a fixed photon budget and compare recovered separation and false splitting against conventional imaging.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No biological labelling performance or emitter stability in tissue is claimed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's nanocrystal emitters provide point-source and background controls for Zalevsky's super-resolution optics.","researcher_id":"r08","score":8,"source_ids":["a-s25","a-s26","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Propagate a synthetic fast-moving target through separate and combined resolution models; report recovered spatial and temporal bandwidth.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A common optical architecture and photon budget are unverified. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fridman's temporal microscopy and Zalevsky's super-resolution imaging could test complementary limits on time and spatial resolution.","researcher_id":"r11","score":8,"source_ids":["a-s34","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model one phantom-derived spectrum through an on-chip converter and compare reconstruction error and optical loss with conventional detection.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The converter must address a measured readout bottleneck, not merely miniaturize it. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zalevsky can define a fiber or biomedical optical measurement while Desiatov tests an integrated nonlinear readout component.","researcher_id":"r42","score":8,"source_ids":["c-s20","c-s21","c-s39","c-s40","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Specify a synthetic or existing approved paired dataset and compare lag-aware association with motion-only and shuffled controls.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. An optical proxy is not neural activity; human work needs its own protocol and consent. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez can define a neural or behavioural reference signal and Zalevsky can test whether a non-contact optical proxy tracks it reliably.","researcher_id":"r09","score":7,"source_ids":["a-s28","a-s29","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Simulate two frequency-labelled image channels at equal photons and compare reconstruction error with ordinary spectral separation.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 12/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Frequency multiplexing does not imply improved spatial resolution or a quantum advantage. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Blau's quantum frequency control and Zalevsky's imaging methods could examine whether spectral multiplexing improves a bounded reconstruction task.","researcher_id":"r12","score":7,"source_ids":["a-s37","a-s38","c-s20","c-s21","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare a free-space and fiber-coupled resonator model on collection loss and alignment drift.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 13/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Packaging and atomic operating conditions must be defined before the general optics contribution is useful. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zektzer's hybrid sensing interface could use Zalevsky's fiber-sensing and optical-readout expertise for a compact coupling comparison.","researcher_id":"r15","score":7,"source_ids":["b-s01","b-s02","c-s20","c-s21","c-s42"]}],"patents":{"coverage":"partial","note":"Bounded inventor search across affiliations: 83 additional catalogued rows, comprising 16 inspected patent publications and 67 author-reported CV entries whose patent publications were not individually inspected. US9636041B2 and US10398314B2 are explicitly linked parent and continuation publications with different Google family IDs; separate publication rows do not establish separate inventions. Coverage remains partial across name variants, jurisdictions and publication dates, and does not include unpublished applications.","records":[{"assignee":"Brien Holden Vision Institute Ltd","attribution_note":"First-party CV page 94, Issued Patents item 60, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10656437, US11366337. The linked representative patent was also inspected; its original-assignee and publication-date fields are recorded. Record family information supports the grouped variants. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-060"],"family_key":"google-family-48667880","identifier":"US12547018B2","original":false,"publication_date":"2026-02-10","source_ids":["pxc-s-cv-060","pxc-s-US12547018B2"],"title":"Optical lens with halo reduction","url":"https://patents.google.com/patent/US12547018B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"The inspected patent lists Zeev Zalevsky as inventor; exact name, optics topic and co-inventor/assignee context align with his first-party CV. Original assignee is recorded, not a conclusion about current legal ownership.","claim_ids":["pxc-c-r36-US12536611B2"],"family_key":"google-family-86607765","identifier":"US12536611B2","original":false,"publication_date":"2026-01-27","source_ids":["pxc-s-US12536611B2"],"title":"Method and system for super-resolved imaging","url":"https://patents.google.com/patent/US12536611B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"The inspected patent lists Zeev Zalevsky as inventor; exact name, optics topic and co-inventor/assignee context align with his first-party CV. Original assignee is recorded, not a conclusion about current legal ownership.","claim_ids":["pxc-c-r36-US12519918B2"],"family_key":"google-family-88239043","identifier":"US12519918B2","original":false,"publication_date":"2026-01-06","source_ids":["pxc-s-US12519918B2"],"title":"High resolution imaging behind scattering medium","url":"https://patents.google.com/patent/US12519918B2/en","verification":"publication-inspected"},{"assignee":"Brien Holden Vision Institute Ltd","attribution_note":"First-party CV page 92, Issued Patents item 25, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8169716, US10031334, US11079517. The linked representative patent was also inspected; its original-assignee and publication-date fields are recorded. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-025"],"family_key":"google-family-43825152","identifier":"US12313916B2","original":false,"publication_date":"2025-05-27","source_ids":["pxc-s-cv-025","pxc-s-US12313916B2"],"title":"Optical apparatus with structure for liquid invariant performance","url":"https://patents.google.com/patent/US12313916B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"The inspected patent lists Zeev Zalevsky as inventor; exact name, optics topic and co-inventor/assignee context align with his first-party CV. Original assignee is recorded, not a conclusion about current legal ownership.","claim_ids":["pxc-c-r36-US12171692B2"],"family_key":"google-family-67805276","identifier":"US12171692B2","original":false,"publication_date":"2024-12-24","source_ids":["pxc-s-US12171692B2"],"title":"System, method and material composition for use in correction of eye conditions","url":"https://patents.google.com/patent/US12171692B2/en","verification":"publication-inspected"},{"assignee":"Cognifiber Ltd","attribution_note":"The inspected patent lists Zeev Zalevsky as inventor; exact name, optics topic and co-inventor/assignee context align with his first-party CV. Original assignee is recorded, not a conclusion about current legal ownership.","claim_ids":["pxc-c-r36-US11838104B2"],"family_key":"google-family-80780585","identifier":"US11838104B2","original":false,"publication_date":"2023-12-05","source_ids":["pxc-s-US11838104B2"],"title":"Wavelength multiplexing processor","url":"https://patents.google.com/patent/US11838104B2/en","verification":"publication-inspected"},{"assignee":"ContinUse Biometrics Ltd","attribution_note":"The inspected publication explicitly names Zeev Zalevsky and Nisim Nisan Ozana on the established optical-sensing subject. No CV entry is asserted for this exact publication; the inspected patent front matter supplies the inventor attribution. Assignee is observed original-assignee metadata, not a current-ownership conclusion.","claim_ids":["pxc-c-r36-pub-US11737677B2"],"family_key":"google-family:67874139","identifier":"US11737677B2","original":false,"publication_date":"2023-08-29","source_ids":["pxa-s-US11737677B2"],"title":"System and method for use in photoplethysmography","url":"https://patents.google.com/patent/US11737677B2/en","verification":"publication-inspected"},{"assignee":"ContinUse Biometrics Ltd","attribution_note":"The inspected publication explicitly names Zeev Zalevsky and Nisim Nisan Ozana on the established optical-sensing subject. The unchanged March 2023 CV snapshot, patent entry 74, lists US11406294 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected. Assignee is observed original-assignee metadata, not a current-ownership conclusion.","claim_ids":["pxc-c-r36-pub-US11406294B2"],"family_key":"google-family:62109461","identifier":"US11406294B2","original":false,"publication_date":"2022-08-09","source_ids":["pxc-s-cv-074","pxa-s-US11406294B2"],"title":"System and method for improved monitoring of a sample","url":"https://patents.google.com/patent/US11406294B2/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"The inspected publication explicitly names Zeev Zalevsky and Nisim Nisan Ozana on the established optical-sensing subject. No CV entry is asserted for this exact publication; the inspected patent front matter supplies the inventor attribution. Assignee is observed original-assignee metadata, not a current-ownership conclusion.","claim_ids":["pxc-c-r36-pub-US20210063563A1"],"family_key":"google-family:68386380","identifier":"US20210063563A1","original":false,"publication_date":"2021-03-04","source_ids":["a-s43"],"title":"System and method for remote monitoring","url":"https://patents.google.com/patent/US20210063563A1/en","verification":"publication-inspected"},{"assignee":"ContinUse Biometrics Ltd","attribution_note":"The inspected publication explicitly names Zeev Zalevsky and Nisim Nisan Ozana on the established optical-sensing subject. The unchanged March 2023 CV snapshot, patent entry 63, lists US10856739 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected. Assignee is observed original-assignee metadata, not a current-ownership conclusion.","claim_ids":["pxc-c-r36-pub-US10856739B2"],"family_key":"google-family:62145393","identifier":"US10856739B2","original":false,"publication_date":"2020-12-08","source_ids":["pxc-s-cv-063","pxa-s-US10856739B2"],"title":"System and method for monitoring of objects with increased sensitivity","url":"https://patents.google.com/patent/US10856739B2/en","verification":"publication-inspected"},{"assignee":"ContinUse Biometrics Ltd","attribution_note":"The inspected publication explicitly names Zeev Zalevsky and Nisim Nisan Ozana on the established optical-sensing subject. The unchanged March 2023 CV snapshot, patent entry 61, lists US10724846 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected. Assignee is observed original-assignee metadata, not a current-ownership conclusion.","claim_ids":["pxc-c-r36-pub-US10724846B2"],"family_key":"google-family:60412202","identifier":"US10724846B2","original":false,"publication_date":"2020-07-28","source_ids":["pxc-s-cv-061","pxa-s-US10724846B2"],"title":"System and method for use in depth characterization of objects","url":"https://patents.google.com/patent/US10724846B2/en","verification":"publication-inspected"},{"assignee":"Apple Inc","attribution_note":"First-party CV page 93, Issued Patents item 27, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8400494, US9066084, US9437006, US9704249, US10340280, US10608002. The linked representative patent was also inspected; its original-assignee and publication-date fields are recorded. Record family information supports the grouped variants. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-027"],"family_key":"google-family-37942362","identifier":"US10608002B2","original":false,"publication_date":"2020-03-31","source_ids":["pxc-s-cv-027","pxc-s-US10608002B2"],"title":"Method and system for object reconstruction","url":"https://patents.google.com/patent/US10608002B2/en","verification":"publication-inspected"},{"assignee":"ContinUse Biometrics Ltd","attribution_note":"The inspected publication explicitly names Zeev Zalevsky and Nisim Nisan Ozana on the established optical-sensing subject. The unchanged March 2023 CV snapshot, patent entry 59, lists US10595755 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected. Assignee is observed original-assignee metadata, not a current-ownership conclusion.","claim_ids":["pxc-c-r36-pub-US10595755B2"],"family_key":"google-family:66624641","identifier":"US10595755B2","original":false,"publication_date":"2020-03-24","source_ids":["pxc-s-cv-059","pxa-s-US10595755B2"],"title":"System and method for monitoring glucose level","url":"https://patents.google.com/patent/US10595755B2/en","verification":"publication-inspected"},{"assignee":"Universitat de Valencia; Bar Ilan University","attribution_note":"The inspected publication explicitly names Zeev Zalevsky and Nisim Nisan Ozana on the established optical-sensing subject. The unchanged March 2023 CV snapshot, patent entry 45, lists US9636041 and US10398314 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected. Related Parent Applications explicitly names US9636041B2 as continuation parent. Google Family IDs differ (50027363 versus 83852931); this is a separate publication row, not a claim of a separate invention. Assignee is observed original-assignee metadata, not a current-ownership conclusion.","claim_ids":["pxc-c-r36-pub-US10398314B2"],"family_key":"google-family:50027363","identifier":"US10398314B2","original":false,"publication_date":"2019-09-03","source_ids":["pxc-s-cv-045","pxa-s-US10398314B2"],"title":"Method and system for non-invasively monitoring biological or biochemical parameters of individual","url":"https://patents.google.com/patent/US10398314B2/en","verification":"publication-inspected"},{"assignee":"Universitat de Valencia; Bar Ilan University","attribution_note":"The inspected publication explicitly names Zeev Zalevsky and Nisim Nisan Ozana on the established optical-sensing subject. The unchanged March 2023 CV snapshot, patent entry 45, lists US9636041 and US10398314 and Z. Zalevsky. Its historical author-report claim remains in packet 2; the linked publication is now separately inspected. Google Family ID 83852931 is observed. The separately listed US10398314B2 is its expressly recorded continuation, with different Google Family ID 50027363; separate publication rows do not imply separate inventions. Assignee is observed original-assignee metadata, not a current-ownership conclusion.","claim_ids":["pxc-c-r36-pub-US9636041B2"],"family_key":"google-family:83852931","identifier":"US9636041B2","original":false,"publication_date":"2017-05-02","source_ids":["pxc-s-cv-045","pxa-s-US9636041B2"],"title":"Method and system for non-invasively monitoring biological or biochemical parameters of individual","url":"https://patents.google.com/patent/US9636041B2/en","verification":"publication-inspected"},{"assignee":"Ramot at Tel Aviv University Ltd","attribution_note":"First-party CV page 92, Issued Patents item 1, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US6166833. The linked representative patent was also inspected; its original-assignee and publication-date fields are recorded. Record family information supports the grouped variants. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-001"],"family_key":"google-family-11069355","identifier":"US6166833A","original":false,"publication_date":"2000-12-26","source_ids":["pxc-s-cv-001","pxc-s-US6166833A"],"title":"Zero-order computer generated phase-only holograms","url":"https://patents.google.com/patent/US6166833A/en","verification":"publication-inspected"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 50, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9958601. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-050"],"family_key":null,"identifier":"US9958601","original":false,"publication_date":null,"source_ids":["pxc-s-cv-050"],"title":"Display backlight","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 49, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9954620. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-049"],"family_key":null,"identifier":"US9954620","original":false,"publication_date":null,"source_ids":["pxc-s-cv-049"],"title":"All-optical silicon-photonic constellation conversion of amplitude-phase modulation formats","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 48, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9916433. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-048"],"family_key":null,"identifier":"US9916433","original":false,"publication_date":null,"source_ids":["pxc-s-cv-048"],"title":"Condition authentication based upon temporal-spatial analysis of vibrational responsivity","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 47, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9668672, US10390729, US11129544. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-047"],"family_key":null,"identifier":"US9668672","original":false,"publication_date":null,"source_ids":["pxc-s-cv-047"],"title":"Method and system for non-invasively monitoring biological or biochemical parameters of individual","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 46, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9661986. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-046"],"family_key":null,"identifier":"US9661986","original":false,"publication_date":null,"source_ids":["pxc-s-cv-046"],"title":"Multicore fiber endoscopes","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 44, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9513225. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-044"],"family_key":null,"identifier":"US9513225","original":false,"publication_date":null,"source_ids":["pxc-s-cv-044"],"title":"Method and system for improving resolution of a spectrometer","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 43, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9477043. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-043"],"family_key":null,"identifier":"US9477043","original":false,"publication_date":null,"source_ids":["pxc-s-cv-043"],"title":"Multi-taper optical coupler","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 41, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9344700. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-041"],"family_key":null,"identifier":"US9344700","original":false,"publication_date":null,"source_ids":["pxc-s-cv-041"],"title":"System and method for imaging with pinhole arrays","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 40, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9288045. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-040"],"family_key":null,"identifier":"US9288045","original":false,"publication_date":null,"source_ids":["pxc-s-cv-040"],"title":"Spectral and temporal stealthy fiber optic communication using sampling and phase encoding detection systems","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 39, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9239471, US10078159. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-039"],"family_key":null,"identifier":"US9239471","original":false,"publication_date":null,"source_ids":["pxc-s-cv-039"],"title":"Multi-focal lens","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 38, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9199081. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-038"],"family_key":null,"identifier":"US9199081","original":false,"publication_date":null,"source_ids":["pxc-s-cv-038"],"title":"Blind sight","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 37, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9134543, US10175392, US11199651. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-037"],"family_key":null,"identifier":"US9134543","original":false,"publication_date":null,"source_ids":["pxc-s-cv-037"],"title":"Imaging system with optimized extended depth of focus","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 36, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US9063283. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-036"],"family_key":null,"identifier":"US9063283","original":false,"publication_date":null,"source_ids":["pxc-s-cv-036"],"title":"Pattern generation using a diffraction pattern that is a spatial Fourier transform of a random pattern","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 35, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8955968, US9500875. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-035"],"family_key":null,"identifier":"US8955968","original":false,"publication_date":null,"source_ids":["pxc-s-cv-035"],"title":"Imaging with extended depth of focus for use with polychromatic light","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 34, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8913331, US9429768. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-034"],"family_key":null,"identifier":"US8913331","original":false,"publication_date":null,"source_ids":["pxc-s-cv-034"],"title":"Imaging method and system with optimized extended depth of focus","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 33, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8908016, US9501833. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-033"],"family_key":null,"identifier":"US8908016","original":false,"publication_date":null,"source_ids":["pxc-s-cv-033"],"title":"Method and system for providing three-dimensional and range inter-planar estimation","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 32, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8860948. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-032"],"family_key":null,"identifier":"US8860948","original":false,"publication_date":null,"source_ids":["pxc-s-cv-032"],"title":"High resolution extended depth of field optical coherence tomography","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 31, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8792159. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-031"],"family_key":null,"identifier":"US8792159","original":false,"publication_date":null,"source_ids":["pxc-s-cv-031"],"title":"Devices and methods for optical signal control","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 30, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8638991. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-030"],"family_key":null,"identifier":"US8638991","original":false,"publication_date":null,"source_ids":["pxc-s-cv-030"],"title":"Motion detection system and method","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 29, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8570655. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-029"],"family_key":null,"identifier":"US8570655","original":false,"publication_date":null,"source_ids":["pxc-s-cv-029"],"title":"Optical mask for all-optical extended depth-of-field for imaging systems under incoherent illumination","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 28, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8531783. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-028"],"family_key":null,"identifier":"US8531783","original":false,"publication_date":null,"source_ids":["pxc-s-cv-028"],"title":"Imaging method and system for imaging with extended depth of focus","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 26, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8390821. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-026"],"family_key":null,"identifier":"US8390821","original":false,"publication_date":null,"source_ids":["pxc-s-cv-026"],"title":"Three-dimensional sensing using speckle patterns","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 22, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8169695. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-022"],"family_key":null,"identifier":"US8169695","original":false,"publication_date":null,"source_ids":["pxc-s-cv-022"],"title":"An optical sub wavelength super resolution imaging system producing nanometric spatial resolution of a scanned subject","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 24, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8155484. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-024"],"family_key":null,"identifier":"US8155484","original":false,"publication_date":null,"source_ids":["pxc-s-cv-024"],"title":"All-optical devices and methods for data processing","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 23, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8098949. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-023"],"family_key":null,"identifier":"US8098949","original":false,"publication_date":null,"source_ids":["pxc-s-cv-023"],"title":"Method and System for Imaging with a Zoom","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 21, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8050461, US8374397. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-021"],"family_key":null,"identifier":"US8050461","original":false,"publication_date":null,"source_ids":["pxc-s-cv-021"],"title":"Depth-varying light fields for three dimensional sensing","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 20, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US8009358. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-020"],"family_key":null,"identifier":"US8009358","original":false,"publication_date":null,"source_ids":["pxc-s-cv-020"],"title":"Optical system and method for use in projection systems","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 19, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7936522. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-019"],"family_key":null,"identifier":"US7936522","original":false,"publication_date":null,"source_ids":["pxc-s-cv-019"],"title":"System and method for imaging with extended depth of focus and incoherent light","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 18, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7812295. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-018"],"family_key":null,"identifier":"US7812295","original":false,"publication_date":null,"source_ids":["pxc-s-cv-018"],"title":"Optical system and method for multi-range and dual-range imaging","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 17, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7800683. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-017"],"family_key":null,"identifier":"US7800683","original":false,"publication_date":null,"source_ids":["pxc-s-cv-017"],"title":"Optical method and system for enhancing image resolution","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 15, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7777932. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-015"],"family_key":null,"identifier":"US7777932","original":false,"publication_date":null,"source_ids":["pxc-s-cv-015"],"title":"All Optical System and Method for Providing Extended Depth of Focus of Imaging","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 16, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7777929. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-016"],"family_key":null,"identifier":"US7777929","original":false,"publication_date":null,"source_ids":["pxc-s-cv-016"],"title":"Electronic device and a method of its fabrication","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 14, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7746559. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-014"],"family_key":null,"identifier":"US7746559","original":false,"publication_date":null,"source_ids":["pxc-s-cv-014"],"title":"Image projecting device and method","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 13, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7646549, US8040604. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-013"],"family_key":null,"identifier":"US7646549","original":false,"publication_date":null,"source_ids":["pxc-s-cv-013"],"title":"Imaging system and method for providing extended depth of focus, range extraction and super resolved imaging","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 12, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7433024. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-012"],"family_key":null,"identifier":"US7433024","original":false,"publication_date":null,"source_ids":["pxc-s-cv-012"],"title":"Range mapping using speckle decorrelation","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 9, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7194139. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-009"],"family_key":null,"identifier":"US7194139","original":false,"publication_date":null,"source_ids":["pxc-s-cv-009"],"title":"Image compression","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 10, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7158317. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-010"],"family_key":null,"identifier":"US7158317","original":false,"publication_date":null,"source_ids":["pxc-s-cv-010"],"title":"All optical extended depth-of field imaging system","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 11, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7128420. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-011"],"family_key":null,"identifier":"US7128420","original":false,"publication_date":null,"source_ids":["pxc-s-cv-011"],"title":"Image Projecting Device and Method","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 8, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7061693, US7365917, US7859769, US8192022. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-008"],"family_key":null,"identifier":"US7061693","original":false,"publication_date":null,"source_ids":["pxc-s-cv-008"],"title":"Optical method and system for extended depth of focus","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 7, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7012749. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-007"],"family_key":null,"identifier":"US7012749","original":false,"publication_date":null,"source_ids":["pxc-s-cv-007"],"title":"Optical processing","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 6, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US7003177. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-006"],"family_key":null,"identifier":"US7003177","original":false,"publication_date":null,"source_ids":["pxc-s-cv-006"],"title":"A method and system for super resolution image capture using a mask","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 5, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US6807329. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-005"],"family_key":null,"identifier":"US6807329","original":false,"publication_date":null,"source_ids":["pxc-s-cv-005"],"title":"Method and device for polarization-based all-optical switching","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 3, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US6344893. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-003"],"family_key":null,"identifier":"US6344893","original":false,"publication_date":null,"source_ids":["pxc-s-cv-003"],"title":"Super resolving imaging system","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 4, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US6343307. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-004"],"family_key":null,"identifier":"US6343307","original":false,"publication_date":null,"source_ids":["pxc-s-cv-004"],"title":"Synthesis of light beams","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 92, Issued Patents item 2, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US5909312. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-002"],"family_key":null,"identifier":"US5909312","original":false,"publication_date":null,"source_ids":["pxc-s-cv-002"],"title":"Phase Only Filter for Generating an Arbitrary Illumination Pattern","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=92","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 75, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US11506604. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-075"],"family_key":null,"identifier":"US11506604","original":false,"publication_date":null,"source_ids":["pxc-s-cv-075"],"title":"Plasma dispersion effect based super-resolved imaging in silicon","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 73, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US11284786. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-073"],"family_key":null,"identifier":"US11284786","original":false,"publication_date":null,"source_ids":["pxc-s-cv-073"],"title":"Spatial encoding system decoding system imaging system and methods thereof","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 72, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US11202040. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-072"],"family_key":null,"identifier":"US11202040","original":false,"publication_date":null,"source_ids":["pxc-s-cv-072"],"title":"System and method for monitoring a sample","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 71, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US11169176. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-071"],"family_key":null,"identifier":"US11169176","original":false,"publication_date":null,"source_ids":["pxc-s-cv-071"],"title":"Photodetector for scanning probe microscope","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 70, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US11085753. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-070"],"family_key":null,"identifier":"US11085753","original":false,"publication_date":null,"source_ids":["pxc-s-cv-070"],"title":"System and method for use in remote sensing","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 69, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US11061185. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-069"],"family_key":null,"identifier":"US11061185","original":false,"publication_date":null,"source_ids":["pxc-s-cv-069"],"title":"Enhancing imaging by multicore fiber endoscopes","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 68, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10989517. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-068"],"family_key":null,"identifier":"US10989517","original":false,"publication_date":null,"source_ids":["pxc-s-cv-068"],"title":"Vibration sensing system with wavelength encoding","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 67, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10931881. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-067"],"family_key":null,"identifier":"US10931881","original":false,"publication_date":null,"source_ids":["pxc-s-cv-067"],"title":"Sample inspection utilizing time modulated illumination","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 66, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10914633. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-066"],"family_key":null,"identifier":"US10914633","original":false,"publication_date":null,"source_ids":["pxc-s-cv-066"],"title":"Ultrahigh resolution photonic spectral processor","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 65, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10883818. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-065"],"family_key":null,"identifier":"US10883818","original":false,"publication_date":null,"source_ids":["pxc-s-cv-065"],"title":"Optical transforming and modulated interference pattern of a moving object","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 64, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10861171. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-064"],"family_key":null,"identifier":"US10861171","original":false,"publication_date":null,"source_ids":["pxc-s-cv-064"],"title":"System and method for optical monitoring using symmetry condition of light field","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 62, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10750956. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-062"],"family_key":null,"identifier":"US10750956","original":false,"publication_date":null,"source_ids":["pxc-s-cv-062"],"title":"System and method for blood pressure measurement","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 58, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10585272. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-058"],"family_key":null,"identifier":"US10585272","original":false,"publication_date":null,"source_ids":["pxc-s-cv-058"],"title":"Coherent fluorescence super-resolution microscopy","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 57, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10429580, US10838139. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-057"],"family_key":null,"identifier":"US10429580","original":false,"publication_date":null,"source_ids":["pxc-s-cv-057"],"title":"Multi optically-coupled channels module and related methods of computation","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 56, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10420842. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-056"],"family_key":null,"identifier":"US10420842","original":false,"publication_date":null,"source_ids":["pxc-s-cv-056"],"title":"Non-immunogenic and nuclease resistant n ucleic acid origami devices and compositions thereof","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 54, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10398294. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-054"],"family_key":null,"identifier":"US10398294","original":false,"publication_date":null,"source_ids":["pxc-s-cv-054"],"title":"Illumination sources for multicore fiber endoscopes","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 55, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10394051. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-055"],"family_key":null,"identifier":"US10394051","original":false,"publication_date":null,"source_ids":["pxc-s-cv-055"],"title":"Toric ophthalmic lens having extended depth of focus","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 53, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10186825. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-053"],"family_key":null,"identifier":"US10186825","original":false,"publication_date":null,"source_ids":["pxc-s-cv-053"],"title":"Gas slab laser","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 51, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: US10033996. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-051"],"family_key":null,"identifier":"US10033996","original":false,"publication_date":null,"source_ids":["pxc-s-cv-051"],"title":"System and method for imaging with pinhole arrays","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 42, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: JP5989666. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-042"],"family_key":null,"identifier":"JP5989666","original":false,"publication_date":null,"source_ids":["pxc-s-cv-042"],"title":"Imaging system and method using multi core fiber","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 93, Issued Patents item 52, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: IL224958. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-052"],"family_key":null,"identifier":"IL224958","original":false,"publication_date":null,"source_ids":["pxc-s-cv-052"],"title":"Optical magnetic sensing system","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=93","verification":"author-reported"},{"assignee":null,"attribution_note":"First-party CV page 94, Issued Patents item 76, explicitly credits Z. Zalevsky. CV-listed US/representative identifiers: EP3790450B1. CV-only attribution; publication kind code, publication date and applicant not verified, so no values are invented. The record URL points to the inspected CV page. The CV item is an editorial grouping, not an audited worldwide patent family. Additional jurisdiction forms appear in the source snapshot; ambiguous application/internal references are not independently counted.","claim_ids":["pxc-c-r36-cv-076"],"family_key":null,"identifier":"EP3790450B1","original":false,"publication_date":null,"source_ids":["pxc-s-cv-076"],"title":"A system and method for depth flow inspection","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf#page=94","verification":"author-reported"}],"searches":[{"access":"read","observation":"The entire Issued Patents section of the March 2023 CV (pages 92–94, 76 numbered entries) was inspected. All 76 CV entries are represented, with variant numbers retained in notes/snapshots; eight individual records were additionally inspected, yielding four newer distinct additions and four verified/updated representatives, for 80 addition rows. CV-only records are explicitly self-reported, have null unobserved dates/assignees, and link directly to the CV page. A CV entry is not necessarily a unique patent family; variants and continuation branches overlap. Patent-office family links are used only where inspected. Later publications, all jurisdictions and all assignee histories remain incompletely audited. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Zeev Zalevsky\" patents inventor","url":"https://www.google.com/search?q=%22Zeev%20Zalevsky%22%20patents%20inventor"},{"access":"read","observation":"The entire Issued Patents section of the March 2023 CV (pages 92–94, 76 numbered entries) was inspected. All 76 CV entries are represented, with variant numbers retained in notes/snapshots; eight individual records were additionally inspected, yielding four newer distinct additions and four verified/updated representatives, for 80 addition rows. CV-only records are explicitly self-reported, have null unobserved dates/assignees, and link directly to the CV page. A CV entry is not necessarily a unique patent family; variants and continuation branches overlap. Patent-office family links are used only where inspected. Later publications, all jurisdictions and all assignee histories remain incompletely audited.","query":"Inspect portfolio or first-party identity anchor","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf"},{"access":"read","observation":"pxc-s-US10608002B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US10608002B2","url":"https://patents.google.com/patent/US10608002B2/en"},{"access":"read","observation":"pxc-s-US11838104B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US11838104B2","url":"https://patents.google.com/patent/US11838104B2/en"},{"access":"read","observation":"pxc-s-US12171692B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US12171692B2","url":"https://patents.google.com/patent/US12171692B2/en"},{"access":"read","observation":"pxc-s-US12519918B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US12519918B2","url":"https://patents.google.com/patent/US12519918B2/en"},{"access":"read","observation":"pxc-s-US12536611B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US12536611B2","url":"https://patents.google.com/patent/US12536611B2/en"},{"access":"read","observation":"pxc-s-US12547018B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US12547018B2","url":"https://patents.google.com/patent/US12547018B2/en"},{"access":"read","observation":"pxc-s-US12313916B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US12313916B2","url":"https://patents.google.com/patent/US12313916B2/en"},{"access":"read","observation":"pxc-s-US6166833A: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US6166833A","url":"https://patents.google.com/patent/US6166833A/en"},{"access":"read","observation":"Patent front matter was inspected on 2026-09-07 and explicitly names Zeev Zalevsky. Existing source IDs and unchanged source objects are reused in packet 3. This is a publication-attribution check, not a fresh inventor-portfolio completeness search.","query":"Cross-lane exact publication and inventor check: US11406294B2 / Zeev Zalevsky","url":"https://patents.google.com/patent/US11406294B2/en"},{"access":"read","observation":"Patent front matter was inspected on 2026-09-07 and explicitly names Zeev Zalevsky. Existing source IDs and unchanged source objects are reused in packet 3. This is a publication-attribution check, not a fresh inventor-portfolio completeness search.","query":"Cross-lane exact publication and inventor check: US10724846B2 / Zeev Zalevsky","url":"https://patents.google.com/patent/US10724846B2/en"},{"access":"read","observation":"Patent front matter was inspected on 2026-09-07 and explicitly names Zeev Zalevsky. Existing source IDs and unchanged source objects are reused in packet 3. This is a publication-attribution check, not a fresh inventor-portfolio completeness search.","query":"Cross-lane exact publication and inventor check: US10595755B2 / Zeev Zalevsky","url":"https://patents.google.com/patent/US10595755B2/en"},{"access":"read","observation":"Patent front matter was inspected on 2026-09-07 and explicitly names Zeev Zalevsky. Existing source IDs and unchanged source objects are reused in packet 3. This is a publication-attribution check, not a fresh inventor-portfolio completeness search.","query":"Cross-lane exact publication and inventor check: US9636041B2 / Zeev Zalevsky","url":"https://patents.google.com/patent/US9636041B2/en"},{"access":"read","observation":"Patent front matter was inspected on 2026-09-07 and explicitly names Zeev Zalevsky. Existing source IDs and unchanged source objects are reused in packet 3. This is a publication-attribution check, not a fresh inventor-portfolio completeness search.","query":"Cross-lane exact publication and inventor check: US10856739B2 / Zeev Zalevsky","url":"https://patents.google.com/patent/US10856739B2/en"},{"access":"read","observation":"Patent front matter was inspected on 2026-09-07 and explicitly names Zeev Zalevsky. Existing source IDs and unchanged source objects are reused in packet 3. This is a publication-attribution check, not a fresh inventor-portfolio completeness search.","query":"Cross-lane exact publication and inventor check: US10398314B2 / Zeev Zalevsky","url":"https://patents.google.com/patent/US10398314B2/en"},{"access":"read","observation":"Patent front matter was inspected on 2026-09-07 and explicitly names Zeev Zalevsky. Existing source IDs and unchanged source objects are reused in packet 3. This is a publication-attribution check, not a fresh inventor-portfolio completeness search.","query":"Cross-lane exact publication and inventor check: US20210063563A1 / Zeev Zalevsky","url":"https://patents.google.com/patent/US20210063563A1/en"},{"access":"read","observation":"Patent front matter was inspected on 2026-09-07 and explicitly names Zeev Zalevsky. Existing source IDs and unchanged source objects are reused in packet 3. This is a publication-attribution check, not a fresh inventor-portfolio completeness search.","query":"Cross-lane exact publication and inventor check: US11737677B2 / Zeev Zalevsky","url":"https://patents.google.com/patent/US11737677B2/en"}]},"researcher_id":"r36","review_status":"partial"},"r37":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-bertsimas","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare a constrained optimization policy with a fixed rule using the same forecasts and capacity limits using a synthetic public-service allocation simulator with scarce capacity and changing demand. Compare objective value, feasibility and sensitivity to misspecified inputs with a fixed priority rule with the same capacity and eligibility constraints.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Dimitris Bertsimas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ilan Reuven Cohen's online optimization, resource-constrained classification can be paired with Dimitris Bertsimas's documented optimization, machine learning for auditable dynamic allocation for scarce public services. The specific contribution is optimization-based prescriptive decisions; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s37","c-s23","c-s24","pxe-s-bertsimas"],"url":"https://mitsloan.mit.edu/faculty/directory/dimitris-bertsimas"},{"candidate_id":"ex-powell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Replay two sequential policies on identical stochastic event streams with delayed observations using a synthetic public-service allocation simulator with scarce capacity and changing demand. Compare cumulative cost, constraint violations and worst-case regret proxies with a fixed priority rule with the same capacity and eligibility constraints.","identity_condition":"verified-profiles","institution":"Princeton University","name":"Warren Buckler Powell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ilan Reuven Cohen's online optimization, resource-constrained classification can be paired with Warren Buckler Powell's documented sequential decision analytics, optimization under uncertainty for auditable dynamic allocation for scarce public services. The specific contribution is sequential decisions under uncertainty; this transfer is an analyst hypothesis.","score":10,"source_ids":["b-s32","c-s23","c-s24","pxe-s-powell"],"url":"https://dof.princeton.edu/people/warren-buckler-powell"},{"candidate_id":"ex-aalst","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Reconstruct an event-log process and compare observed paths with the proposed process model using a synthetic public-service allocation simulator with scarce capacity and changing demand. Compare conformance violations, bottleneck localization and replay error with a fixed priority rule with the same capacity and eligibility constraints.","identity_condition":"verified-profiles","institution":"RWTH Aachen University","name":"Wil van der Aalst","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ilan Reuven Cohen's online optimization, resource-constrained classification can be paired with Wil van der Aalst's documented process mining, workflow conformance for auditable dynamic allocation for scarce public services. The specific contribution is workflow discovery and conformance; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s03","c-s23","c-s24","pxe-s-aalst"],"url":"https://www.vdaalst.rwth-aachen.de/"},{"candidate_id":"ex-jackson","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare allocation or diffusion on the measured graph with degree-preserving shuffled graphs using a synthetic public-service allocation simulator with scarce capacity and changing demand. Compare distributional effects and sensitivity to network-position assumptions with a fixed priority rule with the same capacity and eligibility constraints.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Matthew O. Jackson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ilan Reuven Cohen's online optimization, resource-constrained classification can be paired with Matthew O. Jackson's documented network science and economics, economic modelling for auditable dynamic allocation for scarce public services. The specific contribution is network structure and economic incentives; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s23","c-s24","pxe-s-jackson"],"url":"https://web.stanford.edu/~jacksonm/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a synthetic public-service allocation simulator with scarce capacity and changing demand. Compare tail latency, failure rate and sensitivity to the event distribution with a fixed priority rule with the same capacity and eligibility constraints.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ilan Reuven Cohen's online optimization, resource-constrained classification can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for auditable dynamic allocation for scarce public services. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s05","c-s23","c-s24","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-roth","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Run preregistered simulations on synthetic and public historical allocation scenarios, comparing efficiency, regret, access equity and strategic manipulation.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Alvin E. Roth","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Roth contributes incentives and matching; Powell/Bertsimas more directly address sequential capacity decisions. This is a task-priority difference, not a researcher-quality judgment. Original retained exactly at rank 6; preceding alternatives are Dimitris Bertsimas (10; 4+3+3), Warren Buckler Powell (10; 4+3+3), Wil van der Aalst (9; 3+3+3), Matthew O. Jackson (9; 3+3+3), Michael Mitzenmacher (9; 3+3+3). The preserved scientific explanation above describes the narrower contribution; current ordering follows these displayed component totals, not comparative researcher quality.","rationale":"The institutional biography identifies Roth's market-design and experimental-economics expertise, complementing Cohen's algorithmic scheduling and allocation work; the match is a proposal only.","score":8,"source_ids":["c-s23","c-s24","c-s26","pxe-s-roth"],"url":"https://www.economics.harvard.edu/people/alvin-roth"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a synthetic public-service allocation simulator with scarce capacity and changing demand. Compare generalization error, calibration and the sample-size threshold with a fixed priority rule with the same capacity and eligibility constraints.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ilan Reuven Cohen's online optimization, resource-constrained classification can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for auditable dynamic allocation for scarce public services. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s23","c-s24","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a synthetic public-service allocation simulator with scarce capacity and changing demand. Compare estimation error, calibration and bits per valid decision with a fixed priority rule with the same capacity and eligibility constraints.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Ilan Reuven Cohen's online optimization, resource-constrained classification can be paired with Gregory Wornell's documented signal processing, statistical inference for auditable dynamic allocation for scarce public services. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s14","c-s23","c-s24","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-athey","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Define a synthetic service-allocation study with treatment as randomized use of an adaptive priority rule and outcome as waiting-time cost at identical capacity and eligibility. Compare stratified and pooled treatment-effect estimates against planted simulator effects under shifting demand. Keep policy-performance comparison and effect-estimator validation separate.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Susan Athey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Causal evaluation can assess an allocation intervention after treatment, outcome and assignment are explicit; its empirical relevance depends on the assumed service model. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 3+2+2): topic overlap 3/4, complementarity 2/3, feasible first test 2/3. Causal evaluation can assess an allocation intervention after treatment, outcome and assignment are explicit; its empirical relevance depends on the assumed service model. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Ilan Reuven Cohen with Susan Athey: Causal evaluation can assess an allocation intervention after treatment, outcome and assignment are explicit; its empirical relevance depends on the assumed service model.","score":7,"source_ids":["c-s23","c-s24","pxe-s-athey"],"url":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey"},{"candidate_id":"ex-carley","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Construct a timestamped service-request graph whose edges denote shared resource use and whose planted coordination failures are missed handoffs causing delays. Compare a temporal failure detector with an activity-preserving shuffled-time control using the same graph events; measure event precision/recall and warning lead time. Keep the allocation policy fixed.","identity_condition":"verified-profiles","institution":"Carnegie Mellon University","name":"Kathleen M. Carley","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Network diagnostics are an indirect branch of allocation research and require a graph plus a meaningful coordination-failure label, not merely a capacity simulator. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 5 = max(1, 1+2+2): topic overlap 1/4, complementarity 2/3, feasible first test 2/3. Network diagnostics are an indirect branch of allocation research and require a graph plus a meaningful coordination-failure label, not merely a capacity simulator. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Ilan Reuven Cohen with Kathleen M. Carley: Network diagnostics are an indirect branch of allocation research and require a graph plus a meaningful coordination-failure label, not merely a capacity simulator.","score":5,"source_ids":["b-s17","c-s23","c-s24","pxe-s-carley"],"url":"https://www.cmu.edu/casos-center/people/carley.html"}],"internal":[{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Use a synthetic labelled demand stream and compare cost-sensitive static allocation with an online budgeted policy on cost and fairness.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r37: Conditional later role: add online/fair-allocation rules if the chosen service decision requires them.","ranking_note":"Rank 1/12; fit 9/10: topic overlap 4/4, complementarity 2/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The methods substantially overlap, so complementarity is lower than for an operations researcher paired with a domain-measurement specialist.","rationale":"Proposal hypothesis: Singer's cost-sensitive prescriptive learning and Ilan Cohen's resource-constrained classification directly meet in allocating scarce decisions online.","researcher_id":"r24","score":9,"source_ids":["b-s30","b-s31","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Replay a synthetic arrival stream under a static schedule and an online rule; report waiting-time tails, regret and group allocation gaps.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r37: Conditional later role: add online/fair-allocation rules if the chosen service decision requires them.","ranking_note":"Rank 2/12; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The original later-stage allocation role is needed only if the service problem requires online or fairness constraints.","rationale":"Proposal hypothesis: Izack Cohen can define a stochastic service process while Ilan Cohen supplies online scheduling and fair-allocation rules for arrivals not known in advance.","researcher_id":"r29","score":9,"source_ids":["c-s01","c-s02","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare forecast-assisted and forecast-free allocation under adversarial prediction errors on regret and constraint violations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/12; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A robust predictor is useful only if its downstream online decisions improve.","rationale":"Proposal hypothesis: Fetaya's robust learning could provide uncertain predictions for Ilan Cohen's online resource-constrained decisions.","researcher_id":"r22","score":9,"source_ids":["b-s24","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare fixed-threshold and budget-aware review on a public classification set with synthetic review costs; report missed errors and resource use.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/12; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The cost model and fairness constraints are hypothetical and need stakeholder definition.","rationale":"Proposal hypothesis: Goldberger can calibrate prediction uncertainty while Ilan Cohen chooses which classifications receive scarce resources.","researcher_id":"r23","score":9,"source_ids":["b-s26","b-s27","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare a robust offline rule and an online rule under identical synthetic demand shifts; report regret and constraint violations.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 5/12; fit 9/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Present institutional role is unresolved despite a strong optimization topic match.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's optimization under uncertainty and Ilan Cohen's online allocation can separate robustness to model error from adaptation to new arrivals.","researcher_id":"r25","score":9,"source_ids":["b-s34","b-s35","b-s36","c-s23","c-s24"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare an online schedule with and without failure-aware reassignment on regret, missed deadlines and reassignment count.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/12; fit 9/10: topic overlap 4/4, complementarity 2/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: High algorithmic overlap reduces complementarity unless responsibilities are defined distinctly.","rationale":"Proposal hypothesis: Medina and Ilan Cohen both develop online algorithms; a useful division is fault recovery versus resource-constrained scheduling.","researcher_id":"r30","score":9,"source_ids":["c-s04","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Simulate changing network demand and compare a throughput-only policy with an online fairness constraint on regret and access gaps.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/12; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Fairness criteria are design choices; no deployment or participant agreement is implied.","rationale":"Proposal hypothesis: Leshem's distributed resource allocation and Ilan Cohen's online/fair-allocation algorithms could compare efficiency against repeated-access inequity.","researcher_id":"r34","score":9,"source_ids":["c-s15","c-s16","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Compare a forecast-assisted online scheduler with a forecast-free rule under synthetic coordination shocks; report regret when forecasts are wrong.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r37: Conditional later role: add online/fair-allocation rules if the chosen service decision requires them. o03 r19: Conditional later role: test temporal network signals only if approved event-network data adds value beyond the queueing baseline.","ranking_note":"Rank 8/12; fit 8/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. New candidate Ethan Fetaya ranks higher at 9/10 (overlap 3, complementarity 3, feasibility 3). Its proposed capability split: Proposal hypothesis: Fetaya's robust learning could provide uncertain predictions for Ilan Cohen's online resource-constrained decisions. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Only add temporal forecasting if it improves the chosen allocation task under misspecification.","rationale":"Proposal hypothesis: Somin's temporal models can forecast short-lived load changes while Ilan Cohen's online algorithms decide allocations before future arrivals are known.","researcher_id":"r19","score":8,"source_ids":["b-s15","b-s16","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare summaries of synthetic scheduling traces on constraint attribution, missed exceptions and unsupported fairness statements.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/12; fit 8/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: An explanation must distinguish the rule followed from the desirability of the resulting allocation.","rationale":"Proposal hypothesis: Ilan Cohen's online allocation decisions provide explicit constraints and state changes for Ernst's proposition-aligned explanations.","researcher_id":"r28","score":8,"source_ids":["b-s44","b-s45","b-s46","c-s23","c-s24"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Encode a small allocation rule on synthetic inputs and compare proof cost with direct recomputation and disclosed-input volume.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/12; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The allocation proof proposal leaves the rule, protected inputs and public statement unspecified. Other private-execution pairs use feasibility 2/3. Name a fixed small rule and leakage/security assumptions before maximum feasibility; otherwise use 2/3. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Proofs establish rule execution, not that the chosen fairness rule is normatively appropriate.","rationale":"Proposal hypothesis: Ilan Cohen can specify a fair allocation rule and Mor Weiss can examine whether its execution can be verified on private bids or constraints.","researcher_id":"r38","score":8,"source_ids":["c-s23","c-s24","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Create synthetic tasks and skill profiles, then compare efficiency and repeated assignment burden under two allocation rules.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o03 r37: Conditional later role: add online/fair-allocation rules if the chosen service decision requires them.","ranking_note":"Rank 11/12; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Ethan Fetaya ranks higher at 9/10 (overlap 3, complementarity 3, feasibility 3). Its proposed capability split: Proposal hypothesis: Fetaya's robust learning could provide uncertain predictions for Ilan Cohen's online resource-constrained decisions. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Fairness weights are a research design choice requiring worker input; the original optional role is not automatic team readiness.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's person-skill fit work can define meaningful skill constraints for Ilan Cohen's fair online allocation.","researcher_id":"r07","score":7,"source_ids":["a-s22","a-s23","c-s23","c-s24"]},{"components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, draft a fixed arrival-stream exercise and checklist for reporting regret and constraint violations before recruiting teams.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r05 identity and current role before any team assignment. Evidence supports AI-agent event coordination only; research appointment, teaching role and technical research expertise are not verified. Excluded from confirmed-team claims.","ranking_note":"Rank 12/12; fit 4/10: topic overlap 1/4, complementarity 2/3, first-test feasibility 1/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: This is conditional event participation, not evidence of algorithmic or economics expertise for Simonovsky.","rationale":"Proposal hypothesis: Conditional on confirmation, Simonovsky could coordinate prototype teams around an online allocation problem designed by Ilan Cohen.","researcher_id":"r05","score":4,"source_ids":["a-s16","a-s17","c-s23","c-s24"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Full-name and Ilan R. variants plus first-party research/publication page were examined. No attributable inventor-patent entry was located. Generic Ilan Cohen and Reuven Cohen results were not merged into this subject. This is scoped search coverage, not patent absence.","records":[],"searches":[{"access":"read","observation":"Full-name and Ilan R. variants plus first-party research/publication page were examined. No attributable inventor-patent entry was located. Generic Ilan Cohen and Reuven Cohen results were not merged into this subject. This is scoped search coverage, not patent absence. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Ilan Reuven Cohen\" patent OR patents","url":"https://www.google.com/search?q=%22Ilan%20Reuven%20Cohen%22%20patent%20OR%20patents"},{"access":"read","observation":"Full-name and Ilan R. variants plus first-party research/publication page were examined. No attributable inventor-patent entry was located. Generic Ilan Cohen and Reuven Cohen results were not merged into this subject. This is scoped search coverage, not patent absence. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Ilan R. Cohen\" patent OR \"Ilan Reuven Cohen\" inventor","url":"https://www.google.com/search?q=%22Ilan%20R.%20Cohen%22%20patent%20OR%20%22Ilan%20Reuven%20Cohen%22%20inventor"},{"access":"read","observation":"Full-name and Ilan R. variants plus first-party research/publication page were examined. No attributable inventor-patent entry was located. Generic Ilan Cohen and Reuven Cohen results were not merged into this subject. This is scoped search coverage, not patent absence.","query":"Inspect portfolio or first-party identity anchor","url":"https://ilanrcohen.netlify.app/"}]},"researcher_id":"r37","review_status":"partial"},"r38":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-dodis","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Sweep a bounded leakage model on a toy distributed primitive and test random-seed reuse as an adversarial case using a toy privacy-preserving AI-audit or distributed-proof task with explicit allowed leakage. Compare key/secret distinguishability and the stated leakage bound with a non-private auditable computation and a standard secure baseline.","identity_condition":"verified-profiles","institution":"New York University","name":"Yevgeniy Dodis","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Mor Weiss's secure multiparty computation, zero-knowledge and proof systems can be paired with Yevgeniy Dodis's documented leakage-resilient cryptography, randomness extraction for leakage-resilient proofs for privacy-preserving ai audits. The specific contribution is explicit leakage models and randomness; this transfer is an analyst hypothesis.","score":10,"source_ids":["c-s27","pxe-s-dodis"],"url":"https://cs.nyu.edu/~dodis/"},{"candidate_id":"ex-kalai","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare verification protocols on a tiny computation while corrupting messages or intermediate answers using a toy privacy-preserving AI-audit or distributed-proof task with explicit allowed leakage. Compare soundness, round complexity and tolerance to corrupted interaction with a non-private auditable computation and a standard secure baseline.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Yael Kalai","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Mor Weiss's secure multiparty computation, zero-knowledge and proof systems can be paired with Yael Kalai's documented zero-knowledge proofs, verification of computation for leakage-resilient proofs for privacy-preserving ai audits. The specific contribution is verification with corrupted interaction; this transfer is an analyst hypothesis.","score":10,"source_ids":["c-s27","pxe-s-kalai"],"url":"https://www.csail.mit.edu/person/yael-kalai"},{"candidate_id":"ex-goldwasser","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Specify one toy audit statement: a committed vector's coordinates lie within a public bound, with an explicitly stated verifier view and permitted leakage. Enumerate completeness, soundness and privacy obligations and check a small reference transcript plus malformed examples. Select a suitable existing proof primitive only after this specification; a new security proof and optimized implementation are later stages.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Shafi Goldwasser","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Auditability and cryptography are a direct fit, but a bounded statement/threat-model exercise precedes a security proof or implementation benchmark. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. Auditability and cryptography are a direct fit, but a bounded statement/threat-model exercise precedes a security proof or implementation benchmark. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original retained exactly at rank 3; preceding alternatives are Yevgeniy Dodis (10; 4+3+3), Yael Kalai (10; 4+3+3). Its first stage now has explicit unconfirmed platform, protocol or interface prerequisites; higher totals reflect the other scoped tests, not comparative researcher quality.","rationale":"MIT documents Goldwasser's cryptography and security leadership, offering complementary depth for proof-system and adversarial-model review; no willingness or relationship is asserted.","score":9,"source_ids":["c-s27","c-s30","pxe-s-goldwasser"],"url":"https://www.csail.mit.edu/person/shafi-goldwasser"},{"candidate_id":"ex-boneh","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Prototype a minimal signed or encrypted audit exchange and enumerate adversarial replays and malformed inputs using a toy privacy-preserving AI-audit or distributed-proof task with explicit allowed leakage. Compare forgery/replay rejection and protocol overhead with a non-private auditable computation and a standard secure baseline.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Dan Boneh","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Mor Weiss's secure multiparty computation, zero-knowledge and proof systems can be paired with Dan Boneh's documented applied cryptography, computer security for leakage-resilient proofs for privacy-preserving ai audits. The specific contribution is applied cryptographic protocol engineering; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s27","pxe-s-boneh"],"url":"https://crypto.stanford.edu/~dabo/"},{"candidate_id":"ex-brakerski","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare toy threshold encrypted evaluation or quantum-error accounting with an unprotected baseline after fixing assumptions using a toy privacy-preserving AI-audit or distributed-proof task with explicit allowed leakage. Compare correctness, communication overhead and sensitivity to noise with a non-private auditable computation and a standard secure baseline.","identity_condition":"verified-profiles","institution":"Weizmann Institute of Science","name":"Zvika Brakerski","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Mor Weiss's secure multiparty computation, zero-knowledge and proof systems can be paired with Zvika Brakerski's documented fully homomorphic encryption, quantum cryptography for leakage-resilient proofs for privacy-preserving ai audits. The specific contribution is encrypted and quantum-aware computation; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s27","pxe-s-brakerski"],"url":"https://zvikab.bitbucket.io/"},{"candidate_id":"ex-devadas","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Replay a small encrypted-compute or proof-verification kernel under alternative memory and accelerator assumptions using a toy privacy-preserving AI-audit or distributed-proof task with explicit allowed leakage. Compare runtime, memory traffic and explicitly stated leakage exposure with a non-private auditable computation and a standard secure baseline.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Srini Devadas","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Mor Weiss's secure multiparty computation, zero-knowledge and proof systems can be paired with Srini Devadas's documented secure computer architecture, homomorphic-encryption accelerators for leakage-resilient proofs for privacy-preserving ai audits. The specific contribution is hardware execution of privacy-preserving primitives; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s27","pxe-s-devadas"],"url":"https://people.csail.mit.edu/devadas/"},{"candidate_id":"ex-lysyanskaya","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Design a toy attribute-disclosure audit that reveals only a required predicate and compare it with full-record disclosure using a toy privacy-preserving AI-audit or distributed-proof task with explicit allowed leakage. Compare linkability, information disclosed and verification cost with a non-private auditable computation and a standard secure baseline.","identity_condition":"verified-profiles","institution":"Brown University","name":"Anna Lysyanskaya","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Mor Weiss's secure multiparty computation, zero-knowledge and proof systems can be paired with Anna Lysyanskaya's documented privacy-enhancing cryptography, cryptographic foundations for leakage-resilient proofs for privacy-preserving ai audits. The specific contribution is privacy-minimizing disclosures; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s27","pxe-s-lysyanskaya"],"url":"https://cs.brown.edu/people/alysyans/"},{"candidate_id":"ex-micali","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Specify a minimal privacy-preserving audit protocol and test its completeness and soundness on adversarial toy transcripts using a toy privacy-preserving AI-audit or distributed-proof task with explicit allowed leakage. Compare verification cost and counterexamples to claimed soundness with a non-private auditable computation and a standard secure baseline.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Silvio Micali","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The inspected MIT group roster labels this appointment professor post-tenure.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Mor Weiss's secure multiparty computation, zero-knowledge and proof systems can be paired with Silvio Micali's documented cryptography, secure protocols for leakage-resilient proofs for privacy-preserving ai audits. The specific contribution is cryptographic protocol and proof design; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s27","pxe-s-micali"],"url":"https://people.csail.mit.edu/silvio/index.htm"},{"candidate_id":"ex-rivest","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Construct a small independently checkable audit log with an explicit tampering and selective-disclosure test using a toy privacy-preserving AI-audit or distributed-proof task with explicit allowed leakage. Compare undetected alteration rate and audit cost with a non-private auditable computation and a standard secure baseline.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Ronald L. Rivest","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The inspected MIT group roster labels this appointment professor post-tenure.","ranking_note":"Rank 9/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Mor Weiss's secure multiparty computation, zero-knowledge and proof systems can be paired with Ronald L. Rivest's documented cryptography, computer and network security for leakage-resilient proofs for privacy-preserving ai audits. The specific contribution is auditable integrity and algorithmic security; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s27","pxe-s-rivest"],"url":"https://people.csail.mit.edu/rivest/"},{"candidate_id":"ex-vaikuntanathan","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Implement a toy arithmetic task under a standard homomorphic-encryption baseline and make trust assumptions explicit using a toy privacy-preserving AI-audit or distributed-proof task with explicit allowed leakage. Compare ciphertext growth, runtime and plaintext-equivalent correctness with a non-private auditable computation and a standard secure baseline.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Vinod Vaikuntanathan","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Retained current evidence is a broad cryptography biography; exact homomorphic-encryption method expertise requires source review.","ranking_note":"Rank 10/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. Broad cryptography overlap is documented; complementarity is limited until the specific encrypted-computation method is independently checked. The toy protocol is an offline first test.","rationale":"Proposed capability match: Mor Weiss's leakage-resilient protocols and proof systems can be paired with Vinod Vaikuntanathan's documented cryptography role to examine private computation for AI auditing. The homomorphic-encryption implementation is a proposed method requiring finer-grained source confirmation.","score":8,"source_ids":["c-s27","pxe-s-vaikuntanathan"],"url":"https://people.csail.mit.edu/vinodv/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Specify a toy secure two-party exchange over a corrupted channel and compare completion rate, transcript exposure and overhead with a noiseless reference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/12; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Channel noise and malicious behavior require separate assumptions; error correction is not encryption.","rationale":"Proposal hypothesis: Gelles's noise-resilient interactive protocols and Mor Weiss's secure distributed computation can test whether reliability measures preserve the intended security statement.","researcher_id":"r17","score":9,"source_ids":["b-s08","b-s09","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Generate synthetic encrypted-message timings and compare coordination inference before and after a specified padding schedule, reporting leakage and overhead.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/12; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Encryption alone does not hide metadata; no real-person identity matching is proposed.","rationale":"Proposal hypothesis: Somin's temporal fingerprinting identifies a concrete leakage risk for Mor Weiss's secure distributed protocols.","researcher_id":"r19","score":9,"source_ids":["b-s15","b-s16","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Compare a toy proof of update-bound compliance with plaintext inspection on verification cost and accepted invalid updates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/12; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The update-bound proof test has essentially the same unresolved proof-statement/security assumptions as r22-r38, which receives feasibility 2/3. Name the committed update, bounded predicate, adversary and concrete proof implementation, or apply the same 2/3 feasibility here. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A proven update bound does not establish that training data or model updates are benign.","rationale":"Proposal hypothesis: Leshem can define an adversarial federated-update problem and Mor Weiss can test private verification of a limited update property.","researcher_id":"r34","score":8,"source_ids":["c-s15","c-s16","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Encode a small allocation rule on synthetic inputs and compare proof cost with direct recomputation and disclosed-input volume.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/12; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The allocation proof proposal leaves the rule, protected inputs and public statement unspecified. Other private-execution pairs use feasibility 2/3. Name a fixed small rule and leakage/security assumptions before maximum feasibility; otherwise use 2/3. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Proofs establish rule execution, not that the chosen fairness rule is normatively appropriate.","rationale":"Proposal hypothesis: Ilan Cohen can specify a fair allocation rule and Mor Weiss can examine whether its execution can be verified on private bids or constraints.","researcher_id":"r37","score":8,"source_ids":["c-s23","c-s24","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: For a toy update-norm constraint, compare a proof-based audit with plaintext checking on proof overhead and accepted malicious updates.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r38: Conditional later role: only after a protected-input threat model exists, specify a computation or access-policy statement that can be proven without revealing inputs.","ranking_note":"Rank 5/12; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Ran Gelles ranks higher at 9/10 (overlap 3, complementarity 3, feasibility 3). Its proposed capability split: Proposal hypothesis: Gelles's noise-resilient interactive protocols and Mor Weiss's secure distributed computation can test whether reliability measures preserve the intended security statement. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Norm compliance is not benign model behaviour; a security model is needed before claiming protection.","rationale":"Proposal hypothesis: Fetaya can define a federated-learning update constraint and Mor Weiss can formalize how to prove compliance without revealing client examples.","researcher_id":"r22","score":7,"source_ids":["b-s24","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare a toy private aggregate allocation with plaintext computation on output equality, communication and leakage assumptions.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/12; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Privacy of execution does not validate the allocation objective or prevent inference from outputs.","rationale":"Proposal hypothesis: Singer can specify a resource-allocation calculation and Mor Weiss can test a protocol that executes it without revealing individual inputs.","researcher_id":"r24","score":7,"source_ids":["b-s30","b-s31","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compute aggregate queue occupancy from synthetic distributed logs and compare secure and plaintext methods on equality, overhead and information exposure.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/12; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Access governance and output leakage remain outside a simple cryptographic benchmark.","rationale":"Proposal hypothesis: Izack Cohen can define a process statistic needed for queue management and Mor Weiss can examine privacy-preserving computation of that statistic.","researcher_id":"r29","score":7,"source_ids":["c-s01","c-s02","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Construct a toy recovery transcript and compare leakage and completion under two failover designs in an explicit threat model.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/12; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Fault tolerance alone does not preserve secrecy or active security.","rationale":"Proposal hypothesis: Medina can model faulty computation or network components while Mor Weiss specifies what a secure protocol should reveal during recovery.","researcher_id":"r30","score":7,"source_ids":["c-s04","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Use synthetic spectrum observations to compare plaintext and secure aggregate estimation on error, communication and leakage assumptions.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/12; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Cryptographic overhead and the exact adversary may make a private protocol impractical.","rationale":"Proposal hypothesis: Noam can define the minimum information needed for cooperative spectrum estimation and Mor Weiss can examine a private exchange protocol.","researcher_id":"r40","score":7,"source_ids":["c-s27","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":true,"first_test":"Proposed first test: On synthetic skill counts, formalize one aggregate query and compare data exposure and computation cost with releasing row-level records.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r38: Conditional later role: only after a protected-input threat model exists, specify a computation or access-policy statement that can be proven without revealing inputs. o01 r07: Conditional later role: design a separately approved researcher-use study of noticing and correcting unsupported recommendations.","ranking_note":"Rank 10/12; fit 6/10: topic overlap 1/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Ran Gelles ranks higher at 9/10 (overlap 3, complementarity 3, feasibility 3). Its proposed capability split: Proposal hypothesis: Gelles's noise-resilient interactive protocols and Mor Weiss's secure distributed computation can test whether reliability measures preserve the intended security statement. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Consent, purpose limitation and a leakage model are prerequisites; cryptography alone does not make personnel analytics acceptable.","rationale":"Proposal hypothesis: Chalutz-Ben Gal can define a narrowly justified workforce statistic and Mor Weiss can assess a protocol that reveals the statistic without revealing individual records.","researcher_id":"r07","score":6,"source_ids":["a-s22","a-s23","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":true,"first_test":"Proposed first test: Encode a small threshold-based triage rule over synthetic uncertainty values and measure proof/verifier cost relative to direct evaluation.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r38: Conditional later role: only after a protected-input threat model exists, specify a computation or access-policy statement that can be proven without revealing inputs.","ranking_note":"Rank 11/12; fit 6/10: topic overlap 1/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Ran Gelles ranks higher at 9/10 (overlap 3, complementarity 3, feasibility 3). Its proposed capability split: Proposal hypothesis: Gelles's noise-resilient interactive protocols and Mor Weiss's secure distributed computation can test whether reliability measures preserve the intended security statement. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Cryptographic correctness cannot certify calibration or diagnostic validity, so the original connection remains exploratory.","rationale":"Proposal hypothesis: Goldberger can define an uncertainty-based triage calculation and Mor Weiss can examine private verification of that calculation, leaving empirical calibration to a separate evaluation.","researcher_id":"r23","score":6,"source_ids":["b-s26","b-s27","c-s27"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":true,"first_test":"Proposed first test: Specify a toy statement that each released sentence maps to an allowed source index; benchmark proof size and verification cost on synthetic inputs.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Original initiative conditions remain: o01 r38: Conditional later role: only after a protected-input threat model exists, specify a computation or access-policy statement that can be proven without revealing inputs.","ranking_note":"Rank 12/12; fit 6/10: topic overlap 1/4, complementarity 3/3, first-test feasibility 2/3. Original initiative connection retained. New candidate Ran Gelles ranks higher at 9/10 (overlap 3, complementarity 3, feasibility 3). Its proposed capability split: Proposal hypothesis: Gelles's noise-resilient interactive protocols and Mor Weiss's secure distributed computation can test whether reliability measures preserve the intended security statement. Compare the cited first experiments; these are analyst priorities, not measured success rates. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The original later-stage role needs a protected-input threat model and a tractable proof statement before implementation.","rationale":"Proposal hypothesis: Ernst can specify a source-alignment computation and Mor Weiss can ask whether its execution can be proven without exposing protected inputs; a proof would not establish scientific truth.","researcher_id":"r28","score":6,"source_ids":["b-s44","b-s45","b-s46","c-s27"]}],"patents":{"coverage":"partial","note":"First-party patent list and expanded inventor-name discovery returned the already-preserved IBM complex format-preserving encryption invention. US9634838B2 and its publication variant US20150358159A1 were intentionally not added again. No further distinct attributable invention was verified; this is not an exhaustive portfolio claim.","records":[{"assignee":null,"attribution_note":"Preserved from the original report; see its cited evidence and limitations.","claim_ids":[],"family_key":null,"identifier":"US9634838B2","original":true,"publication_date":null,"source_ids":["c-s28","c-s29"],"title":"Complex format-preserving encryption scheme","url":"https://patents.google.com/patent/US9634838B2/en","verification":"original-snapshot"}],"searches":[{"access":"read","observation":"First-party patent list and expanded inventor-name discovery returned the already-preserved IBM complex format-preserving encryption invention. US9634838B2 and its publication variant US20150358159A1 were intentionally not added again. No further distinct attributable invention was verified; this is not an exhaustive portfolio claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Mor Weiss\" patent","url":"https://www.google.com/search?q=%22Mor%20Weiss%22%20patent"},{"access":"read","observation":"First-party patent list and expanded inventor-name discovery returned the already-preserved IBM complex format-preserving encryption invention. US9634838B2 and its publication variant US20150358159A1 were intentionally not added again. No further distinct attributable invention was verified; this is not an exhaustive portfolio claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Mor Weiss\" \"patent\" -\"9634838\" -\"Complex format\"","url":"https://www.google.com/search?q=%22Mor%20Weiss%22%20%22patent%22%20-%229634838%22%20-%22Complex%20format%22"},{"access":"read","observation":"First-party patent list and expanded inventor-name discovery returned the already-preserved IBM complex format-preserving encryption invention. US9634838B2 and its publication variant US20150358159A1 were intentionally not added again. No further distinct attributable invention was verified; this is not an exhaustive portfolio claim.","query":"Inspect portfolio or first-party identity anchor","url":"https://sites.biu.ac.il/mor-weiss/page/3153"}]},"researcher_id":"r38","review_status":"partial"},"r39":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-uhler","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"On a public multimodal omics benchmark, compare predictive calibration and stability across held-out populations before evaluating any mechanistic claim.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Uhler's official profile documents machine learning, statistics, causal inference and gene regulation, complementing Shavit's uncertainty-aware multimodal methods; this is a proposed match only.","score":9,"source_ids":["c-s31","c-s32","c-s33","pxe-s-uhler"],"url":"https://jclinic.mit.edu/team-member/caroline-uhler/"},{"candidate_id":"ex-bronstein","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a geometry/graph-aware model with a parameter-matched unstructured baseline under structural perturbations using a public paired genotype/phenotype or multimodal biological dataset with donor and modality held out. Compare held-out error, symmetry consistency and robustness to altered graph topology with a calibrated single-modality predictor; the proposed biological lab direction remains unconfirmed operationally.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Michael Bronstein","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed. The refreshed Oxford profile also lists an Aithyra scientific-director role; the original Oxford institution string is preserved.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yoli Shavit's uncertainty-aware deep learning, multimodal representation learning can be paired with Michael Bronstein's documented geometric deep learning, graph neural networks for calibrated multimodal models for genotype-to-phenotype hypothesis generation. The specific contribution is geometric structure and graph representations; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s25","c-s31","c-s32","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"candidate_id":"ex-gal","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare uncertainty estimates with calibrated single-model and ensemble baselines under a predefined shift using a public paired genotype/phenotype or multimodal biological dataset with donor and modality held out. Compare calibration error, risk-coverage and confident-error rate with a calibrated single-modality predictor; the proposed biological lab direction remains unconfirmed operationally.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Yarin Gal","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yoli Shavit's uncertainty-aware deep learning, multimodal representation learning can be paired with Yarin Gal's documented Bayesian deep learning, uncertainty estimation for calibrated multimodal models for genotype-to-phenotype hypothesis generation. The specific contribution is uncertainty and selective prediction; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s29","c-s31","c-s32","pxe-s-gal"],"url":"https://oatml.cs.ox.ac.uk/members/yarin/"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a public paired genotype/phenotype or multimodal biological dataset with donor and modality held out. Compare generalization error, calibration and the sample-size threshold with a calibrated single-modality predictor; the proposed biological lab direction remains unconfirmed operationally.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yoli Shavit's uncertainty-aware deep learning, multimodal representation learning can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for calibrated multimodal models for genotype-to-phenotype hypothesis generation. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s31","c-s32","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a public paired genotype/phenotype or multimodal biological dataset with donor and modality held out. Compare estimation error, calibration and bits per valid decision with a calibrated single-modality predictor; the proposed biological lab direction remains unconfirmed operationally.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yoli Shavit's uncertainty-aware deep learning, multimodal representation learning can be paired with Gregory Wornell's documented signal processing, statistical inference for calibrated multimodal models for genotype-to-phenotype hypothesis generation. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s14","c-s31","c-s32","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-satija","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Require paired cell-level modalities, donor identifiers and cell-type labels before integration. Start with a synthetic paired-cell matrix containing known types and donor shifts; compare modality-specific and integrated embeddings at identical train/test donor splits by label transfer and rare-type recovery. Do not infer cell-level structure from bulk genotype/phenotype tables or an operational laboratory.","identity_condition":"verified-profiles","institution":"New York Genome Center and New York University","name":"Rahul Satija","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed. Post-review scope: Single-cell integration closely fits the proposed multimodal biological direction but requires cell-level data and remains independent of whether the planned lab is operating. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. Single-cell integration closely fits the proposed multimodal biological direction but requires cell-level data and remains independent of whether the planned lab is operating. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Yoli Shavit with Rahul Satija: Single-cell integration closely fits the proposed multimodal biological direction but requires cell-level data and remains independent of whether the planned lab is operating.","score":8,"source_ids":["c-s31","c-s32","pxe-s-satija"],"url":"https://satijalab.org/"},{"candidate_id":"ex-shekhar","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare cell-population representations using donor-held-out rather than random-cell splits using a public paired genotype/phenotype or multimodal biological dataset with donor and modality held out. Compare population stability and held-out prediction error with a calibrated single-modality predictor; the proposed biological lab direction remains unconfirmed operationally.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Karthik Shekhar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yoli Shavit's uncertainty-aware deep learning, multimodal representation learning can be paired with Karthik Shekhar's documented computational biology and genomics, neuroscience for calibrated multimodal models for genotype-to-phenotype hypothesis generation. The specific contribution is genomic and neural population modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s31","c-s32","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-teichmann","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Map cell states to an independent tissue reference with donor and tissue held out using a public paired genotype/phenotype or multimodal biological dataset with donor and modality held out. Compare annotation agreement and rare-cell recovery with a calibrated single-modality predictor; the proposed biological lab direction remains unconfirmed operationally.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Sarah Teichmann","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yoli Shavit's uncertainty-aware deep learning, multimodal representation learning can be paired with Sarah Teichmann's documented human cell atlases, cellular diversity for calibrated multimodal models for genotype-to-phenotype hypothesis generation. The specific contribution is cell-atlas reference and tissue heterogeneity; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s23","c-s31","c-s32","pxe-s-teichmann"],"url":"https://www.stemcells.cam.ac.uk/people/sarah-teichmann"},{"candidate_id":"ex-chen","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Require cell-level expression, coordinates and donor/modality metadata for a spatial branch. Until an appropriate dataset is confirmed, generate synthetic multimodal tissue with planted neighborhoods; compare spatial and coordinate-free integration using the same cell features by neighborhood recovery under coordinate jitter. The announced biological lab direction remains unconfirmed operationally.","identity_condition":"verified-profiles","institution":"Broad Institute of MIT and Harvard","name":"Fei Chen","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed. Post-review scope: Spatial biology is conditional on cell-level coordinates and an agreed biological application; a generic genotype/phenotype table supplies neither. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Spatial biology is conditional on cell-level coordinates and an agreed biological application; a generic genotype/phenotype table supplies neither. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Yoli Shavit with Fei Chen: Spatial biology is conditional on cell-level coordinates and an agreed biological application; a generic genotype/phenotype table supplies neither.","score":7,"source_ids":["b-s14","c-s31","c-s32","pxe-s-chen"],"url":"https://www.broadinstitute.org/bios/fei-chen"},{"candidate_id":"ex-pachter","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Audit for raw sequencing reads, barcodes, a reference and linked donor labels before quantification. Otherwise generate a small synthetic read set with known transcript counts and modality labels. Compare two quantifiers on identical reads, then the same biological representation model by count error and representation sensitivity. The biological lab remains unconfirmed operationally.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Lior S. Pachter","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The subject source announced a planned lab direction; current lab operation and established biological-modelling capability are not confirmed. Post-review scope: Sequencing quantification is an upstream computational branch only when read-level inputs can be linked to the intended biological modelling task. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. Sequencing quantification is an upstream computational branch only when read-level inputs can be linked to the intended biological modelling task. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Yoli Shavit with Lior S. Pachter: Sequencing quantification is an upstream computational branch only when read-level inputs can be linked to the intended biological modelling task.","score":7,"source_ids":["c-s31","c-s32","pxe-s-pachter"],"url":"https://www.bbe.caltech.edu/people/lior-s-pachter"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Hold out one study in a public single-cell benchmark and compare calibrated state prediction with nearest-neighbour and cell-composition baselines.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established. Original initiative conditions remain: o02 r39: Conditional later role: test uncertainty and generalization only after a specific cross-domain fidelity question is preregistered.","ranking_note":"Rank 1/13; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). Preserved original co-membership proposal in o02, o04. No strictly higher-scoring candidate displaces this original. Biological direction is an announced research interest for Shavit; current laboratory operation and biological results are unverified. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Kalisky contributes single-cell state interpretation while Shavit's announced complex-data programme motivates uncertainty-aware transfer across biological datasets.","researcher_id":"r21","score":9,"source_ids":["b-s21","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: On a public multimodal neural benchmark, hold out subjects and compare modality dropout, calibration and a linear baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 2/13; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Neuroscience interpretation belongs to Erez; Shavit's announced programme does not establish a new available dataset. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Erez's multimodal neural data questions fit Shavit's documented learning/uncertainty direction and experience with localization representations.","researcher_id":"r09","score":9,"source_ids":["a-s28","a-s29","c-s31","c-s32"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Benchmark a public multimodal model under held-out domains and missing modalities; compare calibration and robust accuracy.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 3/13; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. The two ML roles overlap; a distinct division between perturbation design and representation/calibration is needed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fetaya's robust geometric learning and Shavit's uncertainty/generalization direction meet directly on reliable complex-data representations.","researcher_id":"r22","score":9,"source_ids":["b-s24","c-s31","c-s32"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two uncertainty approaches on a public image-plus-metadata task under domain shift, keeping training data and model size fixed.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 4/13; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Strong topical overlap comes with redundant methodological capacity, so complementarity is not maximal. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldberger's multimodal uncertainty methods and Shavit's representation/generalization work share a direct calibration problem across domains.","researcher_id":"r23","score":9,"source_ids":["b-s26","b-s27","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: On an open camera-pose benchmark, compare compressed representations with full features on pose error and calibration under scene shifts.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 5/13; fit 9/10 (3 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Camera and RF localization are different modalities; start with a representation-level comparison rather than assumed sensor fusion. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Amir Weiss's statistical localization and compression complement Shavit's documented transformer camera-localization work.","researcher_id":"r33","score":9,"source_ids":["c-s12","c-s13","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Hold out one public ageing cohort and compare an uncertainty-aware model with a sparse network baseline on calibration and stability of ranked signals.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 6/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o04. An added candidate, r09 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Shavit's complex-biology interests are announced; avoid assuming a validated biological model or available new laboratory. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Levy can define a biological network failure target and Shavit can propose multimodal models whose uncertainty is tested under study shifts.","researcher_id":"r02","score":8,"source_ids":["a-s05","a-s06","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: On an open spatial-expression/image dataset, hold out one section and sweep registration noise; compare calibration to expression-only inference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 7/13; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o04. An added candidate, r09 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Spatial alignment and biological expertise belong to Alon; Shavit's announced programme supports a modelling proposal, not proven tissue expertise. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Alon can specify spatial measurement artifacts and Shavit can test multimodal representation and uncertainty under those perturbations.","researcher_id":"r18","score":8,"source_ids":["b-s11","b-s12","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On a small open image-caption evidence set, inject mismatches and compare abstention and source-attribution errors with a text-only baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 8/13; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. This is a transfer hypothesis; Shavit's cited camera-localization work does not establish summarization expertise. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Ernst's source-aligned text and Shavit's multimodal uncertainty direction could test when summaries should abstain if image and text evidence conflict.","researcher_id":"r28","score":8,"source_ids":["b-s44","b-s45","b-s46","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On a synthetic localization problem, compare a learned estimator and a classical estimator under noise shift and report calibrated error against a stated bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 9/13; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Camera-pose expertise is not satellite-sensor expertise; the first test stays at an abstract estimation level. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Noam's estimation bounds could provide interpretable baselines for Shavit's camera-localization representation methods.","researcher_id":"r40","score":8,"source_ids":["c-s31","c-s32","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Quantize a small open multimodal model and compare calibration loss, prediction stability and memory footprint across held-out groups.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established. Original initiative conditions remain: o02 r39: Conditional later role: test uncertainty and generalization only after a specific cross-domain fidelity question is preregistered.","ranking_note":"Rank 10/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r09 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The original later-stage uncertainty role must follow a preregistered fidelity question; the announced biological programme is not demonstrated assay expertise. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Teman's digital memory constraints provide controlled approximation settings for Shavit's proposed uncertainty-aware modelling of complex data.","researcher_id":"r01","score":7,"source_ids":["a-s01","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Perturb an open image-plus-metadata model with simulated sensor and memory errors; compare calibration and accuracy to floating-point inference.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established. Original initiative conditions remain: o02 r27: Alternative or later circuit lead: assess memory/circuit precision and energy tradeoffs if the chosen implementation needs this expertise; security is outside the initial test. o02 r39: Conditional later role: test uncertainty and generalization only after a specific cross-domain fidelity question is preregistered.","ranking_note":"Rank 11/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r09 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: The original optional modelling role needs a specific cross-domain fidelity target and access to a suitable benchmark. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fish's memory and sensor circuits offer a hardware-error model for Shavit's generalization and multimodal learning questions.","researcher_id":"r27","score":7,"source_ids":["b-s40","b-s41","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: On a public genomic classification benchmark, sweep approximation settings and compare held-out calibration with classification fidelity and energy proxies.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established. Original initiative conditions remain: o02 r39: Conditional later role: test uncertainty and generalization only after a specific cross-domain fidelity question is preregistered.","ranking_note":"Rank 12/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o02. An added candidate, r09 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Shavit's biological direction is documented as an announced programme, not an established experimental laboratory; the exact fidelity question comes first. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Yavits can expose approximation and compression choices in a genomic accelerator and Shavit can propose generalization and uncertainty checks for the output.","researcher_id":"r32","score":7,"source_ids":["c-s08","c-s09","c-s31","c-s32"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Design paired synthetic task vignettes with conflicting modalities and compare planned measures of justified reliance before an approved study.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 13/13; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. No human-subject access or active multimodal workplace system is assumed. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Chalutz-Ben Gal's organizational AI-adoption research could test how users respond to Shavit's uncertainty-aware multimodal outputs.","researcher_id":"r07","score":7,"source_ids":["a-s22","a-s23","c-s31","c-s32"]}],"patents":{"coverage":"partial","note":"Seven individual patent documents from the public inventor index were inspected, grouped into five recorded families. Two log-encoding publications share family 97303957; the two job-failure applications share family 98777322. NVIDIA conference affiliation and SemantiLog work support the patent team/topic mapping; these are Mellanox/NVIDIA records, not an affiliation-filtered Bar-Ilan inventory. Post-cutoff or unindexed records are not claimed.","records":[{"assignee":"Nvidia Corp","attribution_note":"The inspected inventor field names Yoli Shavit. The ASE 2024 first-party record identifies Yoli Shavit at NVIDIA working on SemantiLog. The patent subject and recurring Shteingart/Zahavi/Mataev team align; the faculty announcement establishes the Bar-Ilan researcher. Same inspected family: US20260050506A1. One representative retained; variants intentionally grouped. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r39-US20260050507A1"],"family_key":"google-family-98777322","identifier":"US20260050507A1","original":false,"publication_date":"2026-02-19","source_ids":["pxc-s-US20260050507A1","pxc-s-US20260050506A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"title":"Multi-modal attribution for job failure in a distributed system","url":"https://patents.google.com/patent/US20260050507A1/en","verification":"publication-inspected"},{"assignee":"Mellanox Technologies Ltd","attribution_note":"The inspected inventor field names Yoli Shavit. The ASE 2024 first-party record identifies Yoli Shavit at NVIDIA working on SemantiLog. The patent subject and recurring Shteingart/Zahavi/Mataev team align; the faculty announcement establishes the Bar-Ilan researcher. Same inspected family: US20260064938A1. One representative retained; variants intentionally grouped. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r39-US12499303B2"],"family_key":"google-family-97303957","identifier":"US12499303B2","original":false,"publication_date":"2025-12-16","source_ids":["pxc-s-US12499303B2","pxc-s-US20260064938A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"title":"Using neural networks to encode log data","url":"https://patents.google.com/patent/US12499303B2/en","verification":"publication-inspected"},{"assignee":"Mellanox Technologies Ltd","attribution_note":"The inspected inventor field names Yoli Shavit. The ASE 2024 first-party record identifies Yoli Shavit at NVIDIA working on SemantiLog. The patent subject and recurring Shteingart/Zahavi/Mataev team align; the faculty announcement establishes the Bar-Ilan researcher. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r39-US20250335762A1"],"family_key":"google-family-97304193","identifier":"US20250335762A1","original":false,"publication_date":"2025-10-30","source_ids":["pxc-s-US20250335762A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"title":"Using similarity loss to train neural networks","url":"https://patents.google.com/patent/US20250335762A1/en","verification":"publication-inspected"},{"assignee":"Mellanox Technologies Ltd","attribution_note":"The inspected inventor field names Yoli Shavit. The ASE 2024 first-party record identifies Yoli Shavit at NVIDIA working on SemantiLog. The patent subject and recurring Shteingart/Zahavi/Mataev team align; the faculty announcement establishes the Bar-Ilan researcher. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r39-US20250335761A1"],"family_key":"google-family-97303986","identifier":"US20250335761A1","original":false,"publication_date":"2025-10-30","source_ids":["pxc-s-US20250335761A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"title":"Using contrastive learning to train neural networks","url":"https://patents.google.com/patent/US20250335761A1/en","verification":"publication-inspected"},{"assignee":"Mellanox Technologies Ltd","attribution_note":"The inspected inventor field names Yoli Shavit. The ASE 2024 first-party record identifies Yoli Shavit at NVIDIA working on SemantiLog. The patent subject and recurring Shteingart/Zahavi/Mataev team align; the faculty announcement establishes the Bar-Ilan researcher. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r39-US20250335549A1"],"family_key":"google-family-97303976","identifier":"US20250335549A1","original":false,"publication_date":"2025-10-30","source_ids":["pxc-s-US20250335549A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu"],"title":"Using neural networks to classify logs","url":"https://patents.google.com/patent/US20250335549A1/en","verification":"publication-inspected"}],"searches":[{"access":"read","observation":"Seven individual patent documents from the public inventor index were inspected, grouped into five recorded families. Two log-encoding publications share family 97303957; the two job-failure applications share family 98777322. NVIDIA conference affiliation and SemantiLog work support the patent team/topic mapping; these are Mellanox/NVIDIA records, not an affiliation-filtered Bar-Ilan inventory. Post-cutoff or unindexed records are not claimed. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Yoli Shavit\" patent","url":"https://www.google.com/search?q=%22Yoli%20Shavit%22%20patent"},{"access":"read","observation":"Seven individual patent documents from the public inventor index were inspected, grouped into five recorded families. Two log-encoding publications share family 97303957; the two job-failure applications share family 98777322. NVIDIA conference affiliation and SemantiLog work support the patent team/topic mapping; these are Mellanox/NVIDIA records, not an affiliation-filtered Bar-Ilan inventory. Post-cutoff or unindexed records are not claimed. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Yoli Shavit\" site:patents.google.com/patent","url":"https://www.google.com/search?q=%22Yoli%20Shavit%22%20site%3Apatents.google.com%2Fpatent"},{"access":"read","observation":"Seven individual patent documents from the public inventor index were inspected, grouped into five recorded families. Two log-encoding publications share family 97303957; the two job-failure applications share family 98777322. NVIDIA conference affiliation and SemantiLog work support the patent team/topic mapping; these are Mellanox/NVIDIA records, not an affiliation-filtered Bar-Ilan inventory. Post-cutoff or unindexed records are not claimed. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Yoli Shavit\" NVIDIA Mellanox","url":"https://www.google.com/search?q=%22Yoli%20Shavit%22%20NVIDIA%20Mellanox"},{"access":"read","observation":"Seven individual patent documents from the public inventor index were inspected, grouped into five recorded families. Two log-encoding publications share family 97303957; the two job-failure applications share family 98777322. NVIDIA conference affiliation and SemantiLog work support the patent team/topic mapping; these are Mellanox/NVIDIA records, not an affiliation-filtered Bar-Ilan inventory. Post-cutoff or unindexed records are not claimed. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Yoli Shavit\" NVIDIA","url":"https://www.google.com/search?q=%22Yoli%20Shavit%22%20NVIDIA"},{"access":"read","observation":"Seven individual patent documents from the public inventor index were inspected, grouped into five recorded families. Two log-encoding publications share family 97303957; the two job-failure applications share family 98777322. NVIDIA conference affiliation and SemantiLog work support the patent team/topic mapping; these are Mellanox/NVIDIA records, not an affiliation-filtered Bar-Ilan inventory. Post-cutoff or unindexed records are not claimed.","query":"Inspect portfolio or first-party identity anchor","url":"https://patents.justia.com/inventor/yoli-shavit"},{"access":"read","observation":"pxc-s-US12499303B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US12499303B2","url":"https://patents.google.com/patent/US12499303B2/en"},{"access":"read","observation":"pxc-s-US20260064938A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20260064938A1","url":"https://patents.google.com/patent/US20260064938A1/en"},{"access":"read","observation":"pxc-s-US20260050507A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20260050507A1","url":"https://patents.google.com/patent/US20260050507A1/en"},{"access":"read","observation":"pxc-s-US20260050506A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20260050506A1","url":"https://patents.google.com/patent/US20260050506A1/en"},{"access":"read","observation":"pxc-s-US20250335761A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20250335761A1","url":"https://patents.google.com/patent/US20250335761A1/en"},{"access":"read","observation":"pxc-s-US20250335762A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20250335762A1","url":"https://patents.google.com/patent/US20250335762A1/en"},{"access":"read","observation":"pxc-s-US20250335549A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20250335549A1","url":"https://patents.google.com/patent/US20250335549A1/en"},{"access":"partial","observation":"Direct HTTP returned 403; web-reader access succeeded. Read as discovery only.","query":"Public inventor index transport check","url":"https://patents.justia.com/inventor/yoli-shavit"},{"access":"deferred","observation":"Publisher open returned HTTP 403; official ASE conference profile provided an accessible NVIDIA/topic identity anchor.","query":"SemantiLog publisher record","url":"https://doi.org/10.1145/3691620.3695317"}]},"researcher_id":"r39","review_status":"partial"},"r40":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-goldsmith","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Simulate partial terrestrial outages with public propagation models and compare localization error, link availability and fairness against terrestrial-only policies.","identity_condition":"verified-profiles","institution":"Stony Brook University","name":"Andrea Goldsmith","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Goldsmith's official profile covers wireless and interconnected systems and offers complementary architecture depth for Noam's estimation and spectrum methods; this is a proposed match.","score":10,"source_ids":["a-s21","c-s07","c-s34","c-s35","pxe-s-goldsmith"],"url":"https://www.stonybrook.edu/pres/about/bio.html"},{"candidate_id":"ex-erkip","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two cooperative or non-cooperative link models with matched rate and power constraints using a simulated satellite-terrestrial network with location error, outages and interference. Compare outage probability, achievable rate and power sensitivity with a fixed interference map with the same channel and satellite assumptions.","identity_condition":"verified-profiles","institution":"New York University","name":"Elza Erkip","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yair Noam's interference mitigation, estimation bounds can be paired with Elza Erkip's documented information theory, communication theory for hybrid satellite-terrestrial interference map for disaster communications. The specific contribution is wireless channel and reliability analysis; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s34","c-s35","pxe-s-erkip"],"url":"https://engineering.nyu.edu/faculty/elza-erkip"},{"candidate_id":"ex-medard","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a coded protocol or decoder with an uncoded/retransmission baseline under burst errors using a simulated satellite-terrestrial network with location error, outages and interference. Compare block-error rate and redundancy per successful computation with a fixed interference map with the same channel and satellite assumptions.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Muriel Medard","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yair Noam's interference mitigation, estimation bounds can be paired with Muriel Medard's documented network coding, reliable communication for hybrid satellite-terrestrial interference map for disaster communications. The specific contribution is coding and decoding under communication errors; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s39","c-s34","c-s35","pxe-s-medard"],"url":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard"},{"candidate_id":"ex-montanari","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a regularized low-complexity estimator with a flexible model while varying sample size and dimensionality using a simulated satellite-terrestrial network with location error, outages and interference. Compare generalization error, calibration and the sample-size threshold with a fixed interference map with the same channel and satellite assumptions.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Andrea Montanari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yair Noam's interference mitigation, estimation bounds can be paired with Andrea Montanari's documented high-dimensional statistics, posterior sampling for hybrid satellite-terrestrial interference map for disaster communications. The specific contribution is high-dimensional statistical baselines; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s34","c-s35","pxe-s-montanari"],"url":"https://web.stanford.edu/~montanar/"},{"candidate_id":"ex-wornell","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare full-data inference with task-specific compressed statistics at fixed communication or storage budget using a simulated satellite-terrestrial network with location error, outages and interference. Compare estimation error, calibration and bits per valid decision with a fixed interference map with the same channel and satellite assumptions.","identity_condition":"verified-profiles","institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yair Noam's interference mitigation, estimation bounds can be paired with Gregory Wornell's documented signal processing, statistical inference for hybrid satellite-terrestrial interference map for disaster communications. The specific contribution is joint statistical inference and information constraints; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s14","c-s34","c-s35","pxe-s-wornell"],"url":"https://mitibm.mit.edu/people/gregory-wornell/"},{"candidate_id":"ex-mitzenmacher","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare two explicit sampling, load-balancing or scheduling algorithms under the same adversarial event trace using a simulated satellite-terrestrial network with location error, outages and interference. Compare tail latency, failure rate and sensitivity to the event distribution with a fixed interference map with the same channel and satellite assumptions.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Michael Mitzenmacher","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yair Noam's interference mitigation, estimation bounds can be paired with Michael Mitzenmacher's documented algorithms and theory, systems and networks for hybrid satellite-terrestrial interference map for disaster communications. The specific contribution is algorithmic and systems baselines; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s05","c-s34","c-s35","pxe-s-mitzenmacher"],"url":"https://seas.harvard.edu/person/michael-mitzenmacher"},{"candidate_id":"ex-tse","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare a decentralized or information-constrained algorithm with a centralized reference on a small reproducible workload using a simulated satellite-terrestrial network with location error, outages and interference. Compare communication cost, correctness and sensitivity to missing participants with a fixed interference map with the same channel and satellite assumptions.","identity_condition":"verified-profiles","institution":"Stanford University","name":"David Tse","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. His refreshed lab page describes wireless as a previous application and current work on decentralized systems; no active wireless project is assumed.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Yair Noam's interference mitigation, estimation bounds can be paired with David Tse's documented information-theoretic methods, decentralized systems for hybrid satellite-terrestrial interference map for disaster communications. The specific contribution is first-principles data and decentralized-system modelling; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s34","c-s35","pxe-s-tse"],"url":"https://tselab.stanford.edu/"},{"candidate_id":"ex-rabaey","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Replay two duty-cycle policies across the acquisition, compute and radio stages using a simulated satellite-terrestrial network with location error, outages and interference. Compare energy per valid result and recovery latency with a fixed interference map with the same channel and satellite assumptions.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Jan M. Rabaey","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 7 = max(1, 2+3+2): topic overlap 2/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Yair Noam's interference mitigation, estimation bounds can be paired with Jan M. Rabaey's documented low-power integrated circuits, wireless sensor systems for hybrid satellite-terrestrial interference map for disaster communications. The specific contribution is acquisition, computation and radio power budgeting; this transfer is an analyst hypothesis.","score":7,"source_ids":["a-s04","c-s34","c-s35","pxe-s-rabaey"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-calderbank","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Generate sensor reports of local interference power in a synthetic satellite-terrestrial network with known location errors and channel state. Encode the same quantized reports using a block code versus repetition at equal communication budget; reconstruct the interference map with the identical estimator. Report map RMSE and resulting allocation loss as well as report errors; location/model bias is unchanged.","identity_condition":"verified-profiles","institution":"Duke University","name":"Robert Calderbank","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Coding could protect interference observations in transit; its benefit must be measured through the shared map estimator rather than generic throughput. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Coding could protect interference observations in transit; its benefit must be measured through the shared map estimator rather than generic throughput. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Yair Noam with Robert Calderbank: Coding could protect interference observations in transit; its benefit must be measured through the shared map estimator rather than generic throughput.","score":6,"source_ids":["c-s34","c-s35","pxe-s-calderbank"],"url":"https://ece.duke.edu/people/robert-calderbank/"},{"candidate_id":"ex-haeupler","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify an interactive protocol that aggregates time-stamped interference-power reports with bounded message faults and satellite delay. Compare interactive redundancy with retransmission on identical report values and budgets, then run the same map estimator and allocator. Measure transcript recovery, map error and decision loss; do not confuse transport reliability with correcting interference-model bias.","identity_condition":"verified-profiles","institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Interactive communication can support robust interference-map assembly through a defined report protocol and common estimation objective. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Interactive communication can support robust interference-map assembly through a defined report protocol and common estimation objective. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match for Yair Noam with Bernhard Haeupler: Interactive communication can support robust interference-map assembly through a defined report protocol and common estimation objective.","score":6,"source_ids":["b-s10","c-s34","c-s35","pxe-s-haeupler"],"url":"https://people.inf.ethz.ch/haeuplb/"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Simulate timestamped arrivals with clock offsets and compare compressed versus full-message TDOA estimates against the stated bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/11; fit 10/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Shared estimation topic and complementary bounds/encoding roles justify a high fit, without claiming operational satellite access.","rationale":"Proposal hypothesis: Amir Weiss's time-delay estimation and compression align with Noam's estimation bounds and satellite localization methods.","researcher_id":"r33","score":10,"source_ids":["c-s12","c-s13","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Simulate two sharing networks and compare throughput-oriented and estimation-aware adaptation on rate and localization error under link loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/11; fit 10/10: topic overlap 4/4, complementarity 3/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A bounded simulator is feasible; broader satellite-terrestrial generalization needs a separate propagation model.","rationale":"Proposal hypothesis: Leshem's distributed adaptation and Noam's estimation/interference models complement one another when spectrum-sharing decisions alter measurement quality.","researcher_id":"r34","score":10,"source_ids":["c-s15","c-s16","c-s34","c-s35"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Compare cooperative and uncoordinated access in a small MIMO interference model; report rate loss and estimation sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/11; fit 9/10: topic overlap 4/4, complementarity 2/3, first-test feasibility 3/3. Original initiative connection retained. No higher-scoring new candidate displaces this original. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The work is directly related but roles overlap substantially; satellite deployment is outside this first test.","rationale":"Proposal hypothesis: Zaidel's multiuser-channel models and Noam's interference and spectrum-management work meet on shared-spectrum limits.","researcher_id":"r31","score":9,"source_ids":["c-s06","c-s34","c-s35"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two tracking-and-allocation rules in a synthetic interference channel on location error and outage.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/11; fit 9/10: topic overlap 4/4, complementarity 2/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: The first test is analytical/simulation work, not an operational radio trial.","rationale":"Proposal hypothesis: Zehavi's wireless tracking and Noam's interference/estimation methods meet on reliable tracking under spectrum sharing.","researcher_id":"r06","score":9,"source_ids":["a-s19","a-s20","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Corrupt a fixed fraction of messages in a cooperative estimator and compare convergence error with uncoded and retransmission baselines.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: No arbitrary-adversary guarantee follows from a bounded corruption simulation.","rationale":"Proposal hypothesis: Gelles's robust distributed protocols and Noam's cooperative spectrum estimation could test whether iterative estimates survive corrupted messages.","researcher_id":"r17","score":9,"source_ids":["b-s08","b-s09","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Sweep interference-estimation error in a synthetic channel and compare decoder error rates with matched-decoder and bound references.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/11; fit 9/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Estimation error distribution must be specified; satellite conditions are not automatically covered.","rationale":"Proposal hypothesis: Somekh-Baruch's mismatched-decoding analysis can quantify penalties from Noam's imperfect interference estimates.","researcher_id":"r26","score":9,"source_ids":["b-s38","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Generate matched-mean stationary and burst-coordinated interferers; compare temporal prediction with a power-only estimator on outage warning.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/11; fit 8/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: No source establishes Somin as a radio hardware specialist; the contribution is temporal modelling.","rationale":"Proposal hypothesis: Somin's temporal patterns can be tested as early indicators of interference changes in Noam's spectrum-management models.","researcher_id":"r19","score":8,"source_ids":["b-s15","b-s16","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Conditional proposed first test: After identity confirmation, compare nominal and robust allocation under bounded estimation errors on rate loss and interference violations.","identity_condition":"requires-confirmation","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. Conditional: confirm r25 identity mapping and current institutional affiliation before any internal team assignment. The BIU directory and current Technion appointment leave affiliation unresolved. Documented optimization expertise is conditional on that mapping; excluded from confirmed-team claims.","ranking_note":"Rank 8/11; fit 8/10: topic overlap 3/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: A defensible uncertainty set must be derived from the sensing model, not chosen to manufacture robustness.","rationale":"Proposal hypothesis: Conditional on confirmation, Shtern's robust optimization can test sensitivity of Noam's spectrum-sharing decisions to uncertain interference estimates.","researcher_id":"r25","score":8,"source_ids":["b-s34","b-s35","b-s36","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: On a synthetic localization problem, compare a learned estimator and a classical estimator under noise shift and report calibrated error against a stated bound.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work. r39 biological/multimodal programme evidence is a 2025 announcement; current laboratory operation and biological experimental capability are not established.","ranking_note":"Rank 9/11; fit 8/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 3/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Camera-pose expertise is not satellite-sensor expertise; the first test stays at an abstract estimation level.","rationale":"Proposal hypothesis: Noam's estimation bounds could provide interpretable baselines for Shavit's camera-localization representation methods.","researcher_id":"r39","score":8,"source_ids":["c-s31","c-s32","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare a quantum-clock timing model and classical timing noise at equal resources; report estimation-bound sensitivity to loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/11; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Independent review lowered feasibility by one point: The cited quantum-clock abstract concerns Page-Wootters clock frames and foundational uncertainty, not an engineered timing sensor. Define how a specific clock state produces the timing likelihood/noise model before assigning maximum feasibility; keep the existing low topic-overlap score. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: No satellite quantum hardware or practical clock correction is established.","rationale":"Proposal hypothesis: Eliahu Cohen's measurement theory and Noam's estimation bounds could test a narrowly defined quantum-timing proposal.","researcher_id":"r35","score":7,"source_ids":["c-s17","c-s18","c-s34","c-s35"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Use synthetic spectrum observations to compare plaintext and secure aggregate estimation on error, communication and leakage assumptions.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/11; fit 7/10: topic overlap 2/4, complementarity 3/3, first-test feasibility 2/3. Added capability match outside the original initiative graph; prior collaboration or novelty was not established. Equal scores retain originals first, then stable profile order. The underlying capabilities and proposed first test explain the component judgments. Specific scientific limitation: Cryptographic overhead and the exact adversary may make a private protocol impractical.","rationale":"Proposal hypothesis: Noam can define the minimum information needed for cooperative spectrum estimation and Mor Weiss can examine a private exchange protocol.","researcher_id":"r38","score":7,"source_ids":["c-s27","c-s34","c-s35"]}],"patents":{"coverage":"partial","note":"Noam’s first-party patent page plus inventor discovery yielded three inspected families: Stanford MIMO, Stanford cell-type deconvolution and Bar-Ilan cloud-RAN beamforming. Red Bend software-update entries under the same name were discovered but lack a reliable bridge to this faculty researcher, so remain excluded. Their different subject is a caution, not proof of a different person. No absence or completeness claim.","records":[{"assignee":"Leland Stanford Junior University; City of Hope","attribution_note":"The inspected inventor field names Yair NOAM. Noam’s own patent page names the same invention topic and Goldsmith/co-inventors. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r40-US20210027857A1"],"family_key":"google-family-52626146","identifier":"US20210027857A1","original":false,"publication_date":"2021-01-28","source_ids":["pxc-s-US20210027857A1","pxc-s-noam-index"],"title":"Self-directed method for cell-type identification and separation of gene expression microarrays","url":"https://patents.google.com/patent/US20210027857A1/en","verification":"publication-inspected"},{"assignee":"Bar Ilan University","attribution_note":"The inspected inventor field names Yair NOAM. The Bar-Ilan patent names Noam and Niv Menachem Arad in wireless beam-forming. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r40-US10389411B2"],"family_key":"google-family-65808196","identifier":"US10389411B2","original":false,"publication_date":"2019-08-20","source_ids":["pxc-s-US10389411B2","pxc-s-noam-index"],"title":"Hierarchic beam-forming in a cloud radio access network","url":"https://patents.google.com/patent/US10389411B2/en","verification":"publication-inspected"},{"assignee":"Leland Stanford Junior University","attribution_note":"The inspected inventor field names Yair NOAM. Noam’s own patent page names the same invention topic and Goldsmith/co-inventors. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r40-US9344162B2"],"family_key":"google-family-49997945","identifier":"US9344162B2","original":false,"publication_date":"2016-05-17","source_ids":["pxc-s-US9344162B2","pxc-s-noam-index"],"title":"Exploiting spatial degrees of freedom in multiple input multiple output (MIMO) radio systems","url":"https://patents.google.com/patent/US9344162B2/en","verification":"publication-inspected"}],"searches":[{"access":"read","observation":"Noam’s first-party patent page plus inventor discovery yielded three inspected families: Stanford MIMO, Stanford cell-type deconvolution and Bar-Ilan cloud-RAN beamforming. Red Bend software-update entries under the same name were discovered but lack a reliable bridge to this faculty researcher, so remain excluded. Their different subject is a caution, not proof of a different person. No absence or completeness claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Yair Noam\" patent","url":"https://www.google.com/search?q=%22Yair%20Noam%22%20patent"},{"access":"read","observation":"Noam’s first-party patent page plus inventor discovery yielded three inspected families: Stanford MIMO, Stanford cell-type deconvolution and Bar-Ilan cloud-RAN beamforming. Red Bend software-update entries under the same name were discovered but lack a reliable bridge to this faculty researcher, so remain excluded. Their different subject is a caution, not proof of a different person. No absence or completeness claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Yair Noam\" patents \"gene\"","url":"https://www.google.com/search?q=%22Yair%20Noam%22%20patents%20%22gene%22"},{"access":"read","observation":"Noam’s first-party patent page plus inventor discovery yielded three inspected families: Stanford MIMO, Stanford cell-type deconvolution and Bar-Ilan cloud-RAN beamforming. Red Bend software-update entries under the same name were discovered but lack a reliable bridge to this faculty researcher, so remain excluded. Their different subject is a caution, not proof of a different person. No absence or completeness claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Yair Noam\" \"Cell-Type\" patent","url":"https://www.google.com/search?q=%22Yair%20Noam%22%20%22Cell-Type%22%20patent"},{"access":"read","observation":"Noam’s first-party patent page plus inventor discovery yielded three inspected families: Stanford MIMO, Stanford cell-type deconvolution and Bar-Ilan cloud-RAN beamforming. Red Bend software-update entries under the same name were discovered but lack a reliable bridge to this faculty researcher, so remain excluded. Their different subject is a caution, not proof of a different person. No absence or completeness claim. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Yair Noam\" \"Red Bend\"","url":"https://www.google.com/search?q=%22Yair%20Noam%22%20%22Red%20Bend%22"},{"access":"read","observation":"Noam’s first-party patent page plus inventor discovery yielded three inspected families: Stanford MIMO, Stanford cell-type deconvolution and Bar-Ilan cloud-RAN beamforming. Red Bend software-update entries under the same name were discovered but lack a reliable bridge to this faculty researcher, so remain excluded. Their different subject is a caution, not proof of a different person. No absence or completeness claim.","query":"Inspect portfolio or first-party identity anchor","url":"https://www.eng.biu.ac.il/noamya/patents/"},{"access":"read","observation":"pxc-s-US9344162B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US9344162B2","url":"https://patents.google.com/patent/US9344162B2/en"},{"access":"read","observation":"pxc-s-US10389411B2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US10389411B2","url":"https://patents.google.com/patent/US10389411B2/en"},{"access":"read","observation":"pxc-s-US20210027857A1: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication US20210027857A1","url":"https://patents.google.com/patent/US20210027857A1/en"}]},"researcher_id":"r40","review_status":"partial"},"r41":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-giustino","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":true,"first_test":"Pre-register a small set of 2D defects and compare multiple first-principles methods against published structural and spectroscopic benchmarks.","identity_condition":"verified-profiles","institution":"The University of Texas at Austin","name":"Feliciano Giustino","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 1/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Giustino's official profile documents electronic-structure, electron-phonon, high-performance computing and quantum-materials design expertise complementary to Goldzak Mizrahi's defect modelling; this is a proposed match.","score":10,"source_ids":["c-s36","c-s37","c-s38","pxe-s-giustino"],"url":"https://physics.utexas.edu/directory/feliciano-giustino"},{"candidate_id":"ex-galli","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Compare two converged first-principles approximations on one small material model using a small two-dimensional defect-material model with converged electronic structure and temperature perturbations. Compare property disagreement, finite-size effects and computational cost with the same defect calculation at frozen structure or a reference approximation.","identity_condition":"verified-profiles","institution":"The University of Chicago and Argonne National Laboratory","name":"Giulia Galli","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 10 = max(1, 4+3+3): topic overlap 4/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tamar Goldzak Mizrahi's electronic-structure calculations, density-functional theory can be paired with Giulia Galli's documented first-principles materials simulation, electronic structure for finite-temperature defect atlas for 2d quantum optoelectronics. The specific contribution is first-principles electronic structure and material properties; this transfer is an analyst hypothesis.","score":10,"source_ids":["c-s36","c-s37","pxe-s-galli"],"url":"https://galligroup.uchicago.edu/People/galli.php"},{"candidate_id":"ex-ceder","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Rank a small composition set by stability and a predeclared functional descriptor, then hold out one known composition using a small two-dimensional defect-material model with converged electronic structure and temperature perturbations. Compare rank stability, prediction error and sensitivity to competing phases with the same defect calculation at frozen structure or a reference approximation.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Gerbrand Ceder","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tamar Goldzak Mizrahi's electronic-structure calculations, density-functional theory can be paired with Gerbrand Ceder's documented computational materials design, thermodynamics and diffusion for finite-temperature defect atlas for 2d quantum optoelectronics. The specific contribution is thermodynamics and computational materials screening; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s36","c-s37","pxe-s-ceder"],"url":"https://ceder.berkeley.edu/"},{"candidate_id":"ex-persson","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Compare two atomistic descriptor sets on an explicitly bounded composition library using a small two-dimensional defect-material model with converged electronic structure and temperature perturbations. Compare held-out descriptor error and ranking sensitivity to computational settings with the same defect calculation at frozen structure or a reference approximation.","identity_condition":"verified-profiles","institution":"Lawrence Berkeley National Laboratory","name":"Kristin Persson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 9 = max(1, 3+3+3): topic overlap 3/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tamar Goldzak Mizrahi's electronic-structure calculations, density-functional theory can be paired with Kristin Persson's documented atomistic materials modelling, electrolyte discovery for finite-temperature defect atlas for 2d quantum optoelectronics. The specific contribution is atomistic screening and uncertainty of materials descriptors; this transfer is an analyst hypothesis.","score":9,"source_ids":["c-s36","c-s37","pxe-s-persson"],"url":"https://perssongroup.lbl.gov/"},{"candidate_id":"ex-atwater","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate two patterned-material optical responses and explicitly test whether the optical observable tracks the intended physical state using a small two-dimensional defect-material model with converged electronic structure and temperature perturbations. Compare spectral selectivity, loss and correlation with the predeclared state; reject an unsupported optical proxy with the same defect calculation at frozen structure or a reference approximation.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Harry Atwater","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Tamar Goldzak Mizrahi's electronic-structure calculations, density-functional theory can be paired with Harry Atwater's documented metasurfaces, two-dimensional materials for finite-temperature defect atlas for 2d quantum optoelectronics. The specific contribution is light-matter response of patterned materials; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s20","c-s36","c-s37","pxe-s-atwater"],"url":"https://atwater.caltech.edu/team-member/harry-atwater"},{"candidate_id":"ex-bronstein","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a symmetry-aware surrogate with an unstructured regression on a small computed defect set using a small two-dimensional defect-material model with converged electronic structure and temperature perturbations. Compare held-out energy/response error and symmetry violations with the same defect calculation at frozen structure or a reference approximation.","identity_condition":"verified-profiles","institution":"University of Oxford","name":"Michael Bronstein","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test. The refreshed Oxford profile also lists an Aithyra scientific-director role; the original Oxford institution string is preserved.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tamar Goldzak Mizrahi's electronic-structure calculations, density-functional theory can be paired with Michael Bronstein's documented geometric deep learning, graph neural networks for finite-temperature defect atlas for 2d quantum optoelectronics. The specific contribution is symmetry-aware surrogate models for material screening; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s25","c-s36","c-s37","pxe-s-bronstein"],"url":"https://www.cs.ox.ac.uk/people/michael.bronstein/"},{"candidate_id":"ex-marzari","components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":3},"existing":false,"first_test":"Benchmark a small material model with two numerical settings before scaling a screening campaign using a small two-dimensional defect-material model with converged electronic structure and temperature perturbations. Compare convergence, reproducibility and cost per material with the same defect calculation at frozen structure or a reference approximation.","identity_condition":"verified-profiles","institution":"EPFL","name":"Nicola Marzari","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The inspected directory establishes broad materials theory/simulation; a specific defect or ion-transport method still needs confirmation.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 3+2+3): topic overlap 3/4, complementarity 2/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Tamar Goldzak Mizrahi's electronic-structure calculations, density-functional theory can be paired with Nicola Marzari's documented materials theory, materials simulation for finite-temperature defect atlas for 2d quantum optoelectronics. The specific contribution is materials simulation methods; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s36","c-s37","pxe-s-marzari"],"url":"https://people.epfl.ch/nicola.marzari"},{"candidate_id":"ex-rupp","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Specify stability and processing constraints for one proposed defect material before device simulation using a small two-dimensional defect-material model with converged electronic structure and temperature perturbations. Compare violation of processing limits and sensitivity of the device hypothesis with the same defect calculation at frozen structure or a reference approximation.","identity_condition":"verified-profiles","institution":"Technical University of Munich","name":"Jennifer Rupp","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Contribution is restricted to the scope stated in the first test.","ranking_note":"Rank 8/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Tamar Goldzak Mizrahi's electronic-structure calculations, density-functional theory can be paired with Jennifer Rupp's documented solid-state electrolytes, ceramic processing for finite-temperature defect atlas for 2d quantum optoelectronics. The specific contribution is material-to-device plausibility, conditional on a compatible platform; this transfer is an analyst hypothesis.","score":6,"source_ids":["a-s33","c-s36","c-s37","pxe-s-rupp"],"url":"https://www.nat.tum.de/nat/aktuelles/chemie/article/prof-rupp-als-mitglied-der-leopoldina-aufgenommen/"},{"candidate_id":"ex-vuckovic","components":{"complementarity":2,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Map an explicitly chosen defect transition frequency, dipole orientation and linewidth range into an electromagnetic cavity model. Compare a conventional and an inverse-designed coupler under identical material parameters and fabrication constraints by collected-emission fraction and sensitivity to detuning. Keep the defect calculation fixed; reject designs if the required transition or optical constants are unavailable.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Jelena Vuckovic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Photonic design can complement defect theory through shared transition/optical inputs, with device designs compared in one common emission model rather than against a frozen electronic-structure approximation. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 6 = max(1, 2+2+2): topic overlap 2/4, complementarity 2/3, feasible first test 2/3. Photonic design can complement defect theory through shared transition/optical inputs, with device designs compared in one common emission model rather than against a frozen electronic-structure approximation. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Tamar Goldzak Mizrahi with Jelena Vuckovic: Photonic design can complement defect theory through shared transition/optical inputs, with device designs compared in one common emission model rather than against a frozen electronic-structure approximation.","score":6,"source_ids":["b-s03","c-s36","c-s37","pxe-s-vuckovic"],"url":"https://stanford.edu/~jela/"},{"candidate_id":"ex-atature","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Define the interface from a candidate defect calculation to a toy emitter readout: transition energy and dipole element, with dephasing and collection efficiency separately stipulated where not computed. Compare two material-parameter sets in the same readout likelihood and estimator by contrast and parameter-estimation error. First check whether the defect supports the assumed transition; no spin readout is presumed.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Mete Atatüre","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Emitter metrology is conditional on a physically defensible defect-to-transition/readout map; electronic structure alone does not establish coherent spin control. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Emitter metrology is conditional on a physically defensible defect-to-transition/readout map; electronic structure alone does not establish coherent spin control. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Tamar Goldzak Mizrahi with Mete Atatüre: Emitter metrology is conditional on a physically defensible defect-to-transition/readout map; electronic structure alone does not establish coherent spin control.","score":4,"source_ids":["a-s27","c-s36","c-s37","pxe-s-atature"],"url":"https://www.quantum.cam.ac.uk/mete-atature"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Select one reported defect structure and compare predicted transition ordering with a bounded published spectrum, recording model sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/11; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. No strictly higher-scoring candidate displaces this original. Computational methods developed for other nanomaterials may not transfer to colloidal defect chemistry without qualification. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil's defect-bearing colloidal emitters provide a materials question for Goldzak Mizrahi's electronic-structure and light-matter calculations.","researcher_id":"r08","score":9,"source_ids":["a-s25","a-s26","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare two documented compositions using calculated transport-relevant descriptors and published conductivity trends.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/11; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A descriptor correlation cannot substitute for ionic-transport or finite-temperature validation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's functional ceramics and conductivity measurements provide material targets for Goldzak Mizrahi's electronic-structure calculations.","researcher_id":"r10","score":9,"source_ids":["a-s31","a-s32","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: For a small published defect model, compare a measurement prediction under two approximations and test against a classical/noise null.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r10 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A bounded theory study is plausible; a jointly valid material and measurement model must be agreed before device conclusions. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldzak Mizrahi's microscopic material model and Eliahu Cohen's quantum-measurement theory can connect defect dynamics to a clearly defined observable.","researcher_id":"r35","score":8,"source_ids":["c-s17","c-s18","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Sweep a bounded material-parameter uncertainty in a converter model and report phase-matching drift and conversion loss against nominal design.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r10 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A bridge between first-principles parameters and fabricated lithium-niobate devices must be validated. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldzak Mizrahi can estimate defect-dependent material response and Desiatov can test its implications for integrated nonlinear conversion.","researcher_id":"r42","score":8,"source_ids":["c-s36","c-s37","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Propagate two material-response estimates into one metasurface model and compare resonance shift with a constant-index approximation.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/11; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Parameter transfer across microscopic and device models needs validation. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Lewi's metasurface response can be constrained by Goldzak Mizrahi's material and light-matter calculations.","researcher_id":"r20","score":8,"source_ids":["b-s18","b-s19","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Test a small generative model on public structures and compare invalidity under symmetry-preserving perturbations with an unconstrained baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/11; fit 8/10 (2 topic overlap + 3 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Valid structures and low prediction error do not establish new stable materials. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldzak Mizrahi can define symmetry and physics constraints for Fetaya's geometric or generative learning on material structures.","researcher_id":"r22","score":8,"source_ids":["b-s24","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Compare two candidate material-response models in a three-mode quantum transformation and report loss and fidelity sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r10 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Electronic-structure outputs may not directly parameterize the integrated platform; translation across model scales is the bottleneck. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldzak Mizrahi can model material response while Blau identifies the frequency-mode transformation that an optical interface must preserve.","researcher_id":"r12","score":7,"source_ids":["a-s37","a-s38","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Choose one surface/material perturbation and model its effect on resonance and coupling, comparing with a simple dielectric baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r10 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Theoretical nanomaterial expertise is not established alkali-vapor surface expertise; keep the interface hypothesis narrow. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldzak Mizrahi's light-matter calculations could inform a material interface in Zektzer's hybrid atom-photon device.","researcher_id":"r15","score":7,"source_ids":["b-s01","b-s02","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: For two bounded surface terminations, compare computed adsorption trends with published wetting or binding observations.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. First-principles adsorption trends do not establish macroscopic antifouling efficacy. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's interfacial chemistry can define candidate surface structures for Goldzak Mizrahi's electronic-structure modelling.","researcher_id":"r04","score":7,"source_ids":["a-s12","a-s13","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Compare a nominal nonlinear-response model with two material-informed perturbations on pulse broadening and temporal-cavity stability.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Neither source establishes a shared nonlinear material; select one before interpreting the model physically. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldzak Mizrahi's material-response modelling could constrain dispersion assumptions in Fridman's nonlinear temporal experiments.","researcher_id":"r11","score":7,"source_ids":["a-s34","c-s36","c-s37"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: For one small documented probe-surface model, compare binding or optical-response trends across two terminations against published measurements.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 11/11; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. A tractable microscopic model may not represent a complete functionalized nanoparticle in biological media. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Popovtzer's nanoprobe material questions could be narrowed into a surface-response model for Goldzak Mizrahi's electronic-structure methods.","researcher_id":"r16","score":7,"source_ids":["b-s04","b-s05","c-s36","c-s37"]}],"patents":{"coverage":"searched-no-attributable-records","note":"Tamar Goldzak and Tamar Goldzak Mizrahi variants were searched and the university computational-materials profile inspected. No attributable numbered inventor record was found in this pass. MIT, Columbia and Technion connections are search context, not evidence that the profile lacks patents.","records":[],"searches":[{"access":"read","observation":"Tamar Goldzak and Tamar Goldzak Mizrahi variants were searched and the university computational-materials profile inspected. No attributable numbered inventor record was found in this pass. MIT, Columbia and Technion connections are search context, not evidence that the profile lacks patents. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Tamar Goldzak\" patents","url":"https://www.google.com/search?q=%22Tamar%20Goldzak%22%20patents"},{"access":"read","observation":"Tamar Goldzak and Tamar Goldzak Mizrahi variants were searched and the university computational-materials profile inspected. No attributable numbered inventor record was found in this pass. MIT, Columbia and Technion connections are search context, not evidence that the profile lacks patents. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Tamar Goldzak\" \"inventor\" OR \"patent\" -site:researchgate.net","url":"https://www.google.com/search?q=%22Tamar%20Goldzak%22%20%22inventor%22%20OR%20%22patent%22%20-site%3Aresearchgate.net"},{"access":"read","observation":"Tamar Goldzak and Tamar Goldzak Mizrahi variants were searched and the university computational-materials profile inspected. No attributable numbered inventor record was found in this pass. MIT, Columbia and Technion connections are search context, not evidence that the profile lacks patents. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Tamar Goldzak Mizrahi\" patent OR \"Tamar Goldzak\" inventor","url":"https://www.google.com/search?q=%22Tamar%20Goldzak%20Mizrahi%22%20patent%20OR%20%22Tamar%20Goldzak%22%20inventor"},{"access":"read","observation":"Tamar Goldzak and Tamar Goldzak Mizrahi variants were searched and the university computational-materials profile inspected. No attributable numbered inventor record was found in this pass. MIT, Columbia and Technion connections are search context, not evidence that the profile lacks patents.","query":"Inspect portfolio or first-party identity anchor","url":"https://engineering.biu.ac.il/en/node/11052"}]},"researcher_id":"r41","review_status":"partial"},"r42":{"coverage_note":"Proposed capability matches, not confirmed relationships. Scores are analyst judgments with low forecast confidence; researcher interests, capacity and feasibility need confirmation.","external":[{"candidate_id":"ex-loncar","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Fabricate or model a small device array and measure process variation, conversion bandwidth, loss and repeatability before any sensing-performance claim.","identity_condition":"verified-profiles","institution":"Harvard University","name":"Marko Loncar","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. The accepted original portfolio o10 describes Desiatov-Loncar coauthorship; this proposes an extension, without asserting a current joint project.","ranking_note":"Rank 1/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution. Original remains first under these components; original status breaks equal-score ties only, without a prestige bonus.","rationale":"Harvard documents Loncar's nanoscale-optics and quantum-engineering work, closely complementing Desiatov's integrated nonlinear photonics; prior coauthorship means this is an expansion hypothesis rather than evidence of a new relationship.","score":9,"source_ids":["c-s39","c-s40","c-s41","pxe-s-loncar"],"url":"https://seas.harvard.edu/person/marko-loncar"},{"candidate_id":"ex-lipson","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Simulate a small integrated modulation/interference circuit with realistic propagation loss using a simulated thin-film lithium-niobate nonlinear photonic array with fixed pump and geometry tolerances. Compare conversion or routing fidelity, insertion loss and fabrication sensitivity with a single-element or conventional array under matched optical loss.","identity_condition":"verified-profiles","institution":"Columbia University","name":"Michal Lipson","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 2/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Boris Desiatov's thin-film lithium-niobate photonics, nonlinear frequency conversion can be paired with Michal Lipson's documented integrated nanophotonics, on-chip modulation for wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy. The specific contribution is integrated optical modulation and light confinement; this transfer is an analyst hypothesis.","score":9,"source_ids":["a-s40","c-s39","c-s40","pxe-s-lipson"],"url":"https://lipson.ee.columbia.edu/"},{"candidate_id":"ex-vuckovic","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Compare one inverse-designed and one conventional cavity/coupler under matched fabrication constraints using a simulated thin-film lithium-niobate nonlinear photonic array with fixed pump and geometry tolerances. Compare coupling efficiency, bandwidth and tolerance sensitivity with a single-element or conventional array under matched optical loss.","identity_condition":"verified-profiles","institution":"Stanford University","name":"Jelena Vuckovic","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 3/10 after semantic revision; analyst score 9 = max(1, 4+3+2): topic overlap 4/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Boris Desiatov's thin-film lithium-niobate photonics, nonlinear frequency conversion can be paired with Jelena Vuckovic's documented integrated quantum photonics, cavity QED for wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy. The specific contribution is cavity coupling and inverse photonic design; this transfer is an analyst hypothesis.","score":9,"source_ids":["b-s03","c-s39","c-s40","pxe-s-vuckovic"],"url":"https://stanford.edu/~jela/"},{"candidate_id":"ex-atwater","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate two patterned-material optical responses and explicitly test whether the optical observable tracks the intended physical state using a simulated thin-film lithium-niobate nonlinear photonic array with fixed pump and geometry tolerances. Compare spectral selectivity, loss and correlation with the predeclared state; reject an unsupported optical proxy with a single-element or conventional array under matched optical loss.","identity_condition":"verified-profiles","institution":"California Institute of Technology","name":"Harry Atwater","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 4/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Boris Desiatov's thin-film lithium-niobate photonics, nonlinear frequency conversion can be paired with Harry Atwater's documented metasurfaces, two-dimensional materials for wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy. The specific contribution is light-matter response of patterned materials; this transfer is an analyst hypothesis.","score":8,"source_ids":["b-s20","c-s39","c-s40","pxe-s-atwater"],"url":"https://atwater.caltech.edu/team-member/harry-atwater"},{"candidate_id":"ex-dudley","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Compare fixed parameter scanning with a bounded adaptive search in a nonlinear propagation model using a simulated thin-film lithium-niobate nonlinear photonic array with fixed pump and geometry tolerances. Compare target waveform error and number of evaluations with a single-element or conventional array under matched optical loss.","identity_condition":"verified-profiles","institution":"Université de Franche-Comté and FEMTO-ST","name":"John Dudley","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Original institution wording is preserved. The reopened FEMTO-ST page uses Université de Franche-Comté; any subsequent institutional renaming is unresolved in this bounded refresh.","ranking_note":"Rank 5/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Boris Desiatov's thin-film lithium-niobate photonics, nonlinear frequency conversion can be paired with John Dudley's documented nonlinear optics, ultrafast optics for wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy. The specific contribution is nonlinear optical dynamics and experiment control; this transfer is an analyst hypothesis.","score":8,"source_ids":["a-s36","c-s39","c-s40","pxe-s-dudley"],"url":"https://www.femto-st.fr/en/The-institute/news/john-dudley-appointed-senior-member-institut-universitaire-de-france"},{"candidate_id":"ex-galli","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare two converged first-principles approximations on one small material model using a simulated thin-film lithium-niobate nonlinear photonic array with fixed pump and geometry tolerances. Compare property disagreement, finite-size effects and computational cost with a single-element or conventional array under matched optical loss.","identity_condition":"verified-profiles","institution":"The University of Chicago and Argonne National Laboratory","name":"Giulia Galli","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 6/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Boris Desiatov's thin-film lithium-niobate photonics, nonlinear frequency conversion can be paired with Giulia Galli's documented first-principles materials simulation, electronic structure for wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy. The specific contribution is first-principles electronic structure and material properties; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s39","c-s40","pxe-s-galli"],"url":"https://galligroup.uchicago.edu/People/galli.php"},{"candidate_id":"ex-giustino","components":{"complementarity":3,"feasible_first_test":3,"topic_overlap":2},"existing":false,"first_test":"Compare a frozen-structure calculation with a temperature-perturbed model of the chosen material using a simulated thin-film lithium-niobate nonlinear photonic array with fixed pump and geometry tolerances. Compare predicted spectral or transport shifts and convergence sensitivity with a single-element or conventional array under matched optical loss.","identity_condition":"verified-profiles","institution":"The University of Texas at Austin","name":"Feliciano Giustino","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 7/10 after semantic revision; analyst score 8 = max(1, 2+3+3): topic overlap 2/4, complementarity 3/3, feasible first test 3/3. A bounded offline comparison is specified; required datasets and domain assumptions must still be checked.","rationale":"Proposed capability match: Boris Desiatov's thin-film lithium-niobate photonics, nonlinear frequency conversion can be paired with Feliciano Giustino's documented electronic structure, electron-phonon interactions for wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy. The specific contribution is finite-temperature electronic and phonon effects; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s38","c-s39","c-s40","pxe-s-giustino"],"url":"https://physics.utexas.edu/directory/feliciano-giustino"},{"candidate_id":"ex-wu","components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Simulate a two-channel photonic routing/readout block under fabrication tolerances using a simulated thin-film lithium-niobate nonlinear photonic array with fixed pump and geometry tolerances. Compare insertion loss, crosstalk and readout variation with a single-element or conventional array under matched optical loss.","identity_condition":"verified-profiles","institution":"University of California, Berkeley","name":"Ming Wu","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified.","ranking_note":"Rank 8/10 after semantic revision; analyst score 8 = max(1, 3+3+2): topic overlap 3/4, complementarity 3/3, feasible first test 2/3. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match: Boris Desiatov's thin-film lithium-niobate photonics, nonlinear frequency conversion can be paired with Ming Wu's documented silicon photonics, photonic integrated circuits for wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy. The specific contribution is integrated optical routing and sensing; this transfer is an analyst hypothesis.","score":8,"source_ids":["c-s39","c-s40","pxe-s-berkeley-directory"],"url":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits"},{"candidate_id":"ex-atature","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Specify a hypothetical emitter-to-lithium-niobate frequency-conversion interface with a named model transition, acceptance bandwidth, phase coherence and loss. Compare conversion and direct paths on the same synthetic photon wavepackets by mode overlap and predicted readout contrast. First audit wavelength/linewidth compatibility and added noise; no demonstrated spin-photon interface is asserted.","identity_condition":"verified-profiles","institution":"University of Cambridge","name":"Mete Atatüre","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Spin/photon readout is conditional on an explicit emitter interface to the lithium-niobate platform, with low overlap until compatibility is established. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 9/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Spin/photon readout is conditional on an explicit emitter interface to the lithium-niobate platform, with low overlap until compatibility is established. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Boris Desiatov with Mete Atatüre: Spin/photon readout is conditional on an explicit emitter interface to the lithium-niobate platform, with low overlap until compatibility is established.","score":4,"source_ids":["a-s27","c-s39","c-s40","pxe-s-atature"],"url":"https://www.quantum.cam.ac.uk/mete-atature"},{"candidate_id":"ex-mitchell","components":{"complementarity":2,"feasible_first_test":1,"topic_overlap":1},"existing":false,"first_test":"Define a hypothetical atom-sensing interface driven by the lithium-niobate array, including optical frequency, linewidth, phase noise and delivered photon flux. Audit spectral compatibility first; then compare array and reference optical paths within the same atomic phase-readout model by phase-estimation error at equal detected photons. Stop if no viable transition/interface can be specified.","identity_condition":"verified-profiles","institution":"ICFO - The Institute of Photonic Sciences","name":"Morgan W. Mitchell","qualification":"Proposed fit, not an assertion of a new or active relationship. Independent review pending; forecast confidence low. Partner interest, capacity, data access and any required experimental approvals/resources are unverified. Post-review scope: Atomic sensing is a remote conditional application of the photonic array; shared quantum-optics terminology does not establish spectral or readout compatibility. This revised proposal awaits independent targeted re-review; simulated outcomes would establish model behavior only, not biological, clinical or deployed benefit.","ranking_note":"Rank 10/10 after semantic revision; analyst score 4 = max(1, 1+2+1): topic overlap 1/4, complementarity 2/3, feasible first test 1/3. Atomic sensing is a remote conditional application of the photonic array; shared quantum-optics terminology does not establish spectral or readout compatibility. The experiment, numerical inputs or identity/scope needs confirmation before execution.","rationale":"Proposed capability match for Boris Desiatov with Morgan W. Mitchell: Atomic sensing is a remote conditional application of the photonic array; shared quantum-optics terminology does not establish spectral or readout compatibility.","score":4,"source_ids":["c-s19","c-s39","c-s40","pxe-s-mitchell"],"url":"https://www.icfo.eu/about-icfo/people/directory/?id=11"}],"internal":[{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Model a three-mode transformation on a specified nonlinear platform and compare fidelity, cross-talk and fabrication-tolerance sensitivity.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 1/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. No strictly higher-scoring candidate displaces this original. High optical topic fit still requires a platform-specific loss budget before a fabrication commitment. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Blau's frequency-domain quantum transformations and Desiatov's integrated nonlinear conversion have a direct mode-control/device division of work.","researcher_id":"r12","score":9,"source_ids":["a-s37","a-s38","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":true,"first_test":"Proposed first test: Model one atomic-line/converter pairing and measure the predicted loss/noise budget against a direct interface baseline.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 2/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. No strictly higher-scoring candidate displaces this original. Packaging, temperature and frequency-conversion noise remain unverified; no integrated device availability is assumed. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zektzer's atom-photon interface and Desiatov's integrated nonlinear photonics could connect an atomic reference to a chip-compatible output band.","researcher_id":"r15","score":9,"source_ids":["b-s01","b-s02","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Compare a fiber time-lens model with an integrated nonlinear implementation on bandwidth, dispersion and conversion loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 3/10; fit 9/10 (4 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Platform transfer requires explicit dispersion and fabrication parameters. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Fridman's nonlinear temporal optics and Desiatov's integrated frequency conversion share a pulse-control problem across fiber and chip platforms.","researcher_id":"r11","score":9,"source_ids":["a-s34","c-s39","c-s40"]},{"components":{"complementarity":2,"feasible_first_test":3,"topic_overlap":4},"existing":false,"first_test":"Proposed first test: Model a metasurface input stage feeding a nonlinear converter and compare coupling bandwidth and total loss to direct input.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 4/10; fit 9/10 (4 topic overlap + 2 complementarity + 3 feasible first test). New pairing outside the frozen portfolio co-member graph. Closely related photonic roles limit complementarity; cascading devices may worsen loss. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Lewi's metasurface and nano-spectroscopy work overlaps with Desiatov's integrated nonlinear optics, with a possible passive/active component division.","researcher_id":"r20","score":9,"source_ids":["b-s18","b-s19","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Model one reported emitter spectrum through a thin-film nonlinear converter and compare conversion fraction, noise assumptions and insertion loss.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 5/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r11 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Material integration and source purity remain unverified; modelled frequency conversion is not proof of a usable single-photon device. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Panfil supplies a candidate quantum-emitter spectrum while Desiatov evaluates nonlinear on-chip conversion into an accessible output band.","researcher_id":"r08","score":8,"source_ids":["a-s25","a-s26","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":true,"first_test":"Proposed first test: Sweep a bounded material-parameter uncertainty in a converter model and report phase-matching drift and conversion loss against nominal design.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 6/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r11 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: A bridge between first-principles parameters and fabricated lithium-niobate devices must be validated. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Goldzak Mizrahi can estimate defect-dependent material response and Desiatov can test its implications for integrated nonlinear conversion.","researcher_id":"r41","score":8,"source_ids":["c-s36","c-s37","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":3},"existing":false,"first_test":"Proposed first test: Model one phantom-derived spectrum through an on-chip converter and compare reconstruction error and optical loss with conventional detection.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 7/10; fit 8/10 (3 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. The converter must address a measured readout bottleneck, not merely miniaturize it. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Zalevsky can define a fiber or biomedical optical measurement while Desiatov tests an integrated nonlinear readout component.","researcher_id":"r36","score":8,"source_ids":["c-s20","c-s21","c-s39","c-s40","c-s42"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":true,"first_test":"Proposed first test: Compare quantum and classical probe models in one lossy converter at equal input energy; report sensitivity and the loss threshold for any gain.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 8/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). Preserved original co-membership proposal in o10. An added candidate, r11 (9/10), ranks above this original because its stated pair-specific roles and first test score higher; this original is limited as follows: Quantum-foundations expertise alone does not establish a fabrication-compatible sensing advantage. No automatic score boost for original membership. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Desiatov can parameterize an integrated nonlinear device while Eliahu Cohen specifies a falsifiable quantum-measurement benefit.","researcher_id":"r35","score":7,"source_ids":["c-s17","c-s18","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":2},"existing":false,"first_test":"Proposed first test: Model a coated nonlinear waveguide and compare resonance drift, optical loss and tolerance to an added fouling layer.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 9/10; fit 7/10 (2 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Coating chemistry may be incompatible with the photonic fabrication process. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Tesler's coatings could protect an exposed Desiatov photonic interface, provided they do not destroy mode confinement.","researcher_id":"r04","score":7,"source_ids":["a-s12","a-s13","c-s39","c-s40"]},{"components":{"complementarity":3,"feasible_first_test":2,"topic_overlap":1},"existing":false,"first_test":"Proposed first test: Model a bounded thermal gradient and compare converter drift with passive stabilization; include thermal resistance and electrical power.","identity_condition":"verified-profiles","qualification":"Analyst proposal hypothesis, not an established collaboration, commitment, evidence-confidence rating or assessment of researcher quality; confirm participation and access before work.","ranking_note":"Rank 10/10; fit 6/10 (1 topic overlap + 3 complementarity + 2 feasible first test). New pairing outside the frozen portfolio co-member graph. Thermoelectric expertise does not establish photonic packaging capability, so this is a low-overlap bridge. Equal scores use existing-first, then stable researcher ID.","rationale":"Proposal hypothesis: Sadia's thermoelectric materials offer a possible thermal-control element for Desiatov's temperature-sensitive nonlinear devices.","researcher_id":"r10","score":6,"source_ids":["a-s31","a-s32","c-s39","c-s40"]}],"patents":{"coverage":"partial","note":"One attributable semiconductor-waveguide family was inspected, with Hebrew University/Yissum as original assignee and Levy/Shappir/Goykhman co-inventors. US20170176780A1 and WO2015151110A3 are indicated as variants, not separately counted. Patents merely citing Desiatov’s optical papers, including the Stanford nonlinear-optics technology lead, were not treated as his inventions. Harvard-era coverage remains incomplete.","records":[{"assignee":"Yissum Research Development Co of Hebrew University of Jerusalem","attribution_note":"The inspected inventor field names Boris DESIATOV. Exact rare name, semiconductor-waveguide field and Levy/Shappir/Goykhman team match the baseline publication record from Hebrew University-era work. Author citations in other patents are not inventorship. Assignee means the observed original-assignee field; no current ownership conclusion.","claim_ids":["pxc-c-r42-WO2015151110A2"],"family_key":"google-family-53180769","identifier":"WO2015151110A2","original":false,"publication_date":"2015-10-08","source_ids":["pxc-s-WO2015151110A2"],"title":"Semiconductor waveguide structure","url":"https://patents.google.com/patent/WO2015151110A2/en","verification":"publication-inspected"}],"searches":[{"access":"read","observation":"One attributable semiconductor-waveguide family was inspected, with Hebrew University/Yissum as original assignee and Levy/Shappir/Goykhman co-inventors. US20170176780A1 and WO2015151110A3 are indicated as variants, not separately counted. Patents merely citing Desiatov’s optical papers, including the Stanford nonlinear-optics technology lead, were not treated as his inventions. Harvard-era coverage remains incomplete. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Boris Desiatov\" patents","url":"https://www.google.com/search?q=%22Boris%20Desiatov%22%20patents"},{"access":"read","observation":"One attributable semiconductor-waveguide family was inspected, with Hebrew University/Yissum as original assignee and Levy/Shappir/Goykhman co-inventors. US20170176780A1 and WO2015151110A3 are indicated as variants, not separately counted. Patents merely citing Desiatov’s optical papers, including the Stanford nonlinear-optics technology lead, were not treated as his inventions. Harvard-era coverage remains incomplete. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Boris Desiatov\" site:patents.google.com/patent","url":"https://www.google.com/search?q=%22Boris%20Desiatov%22%20site%3Apatents.google.com%2Fpatent"},{"access":"read","observation":"One attributable semiconductor-waveguide family was inspected, with Hebrew University/Yissum as original assignee and Levy/Shappir/Goykhman co-inventors. US20170176780A1 and WO2015151110A3 are indicated as variants, not separately counted. Patents merely citing Desiatov’s optical papers, including the Stanford nonlinear-optics technology lead, were not treated as his inventions. Harvard-era coverage remains incomplete. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Boris Desiatov\" \"Inventor\"","url":"https://www.google.com/search?q=%22Boris%20Desiatov%22%20%22Inventor%22"},{"access":"read","observation":"One attributable semiconductor-waveguide family was inspected, with Hebrew University/Yissum as original assignee and Levy/Shappir/Goykhman co-inventors. US20170176780A1 and WO2015151110A3 are indicated as variants, not separately counted. Patents merely citing Desiatov’s optical papers, including the Stanford nonlinear-optics technology lead, were not treated as his inventions. Harvard-era coverage remains incomplete. Search results were discovery pointers; only separately inspected sources support additions.","query":"\"Boris Desiatov\" \"patent\" \"inventors\" -site:researchgate.net","url":"https://www.google.com/search?q=%22Boris%20Desiatov%22%20%22patent%22%20%22inventors%22%20-site%3Aresearchgate.net"},{"access":"read","observation":"One attributable semiconductor-waveguide family was inspected, with Hebrew University/Yissum as original assignee and Levy/Shappir/Goykhman co-inventors. US20170176780A1 and WO2015151110A3 are indicated as variants, not separately counted. Patents merely citing Desiatov’s optical papers, including the Stanford nonlinear-optics technology lead, were not treated as his inventions. Harvard-era coverage remains incomplete.","query":"Inspect portfolio or first-party identity anchor","url":"https://patents.google.com/patent/WO2015151110A2/en"},{"access":"read","observation":"pxc-s-WO2015151110A2: inventor, original-assignee and publication metadata inspected; no legal-status conclusion.","query":"Inspect publication WO2015151110A2","url":"https://patents.google.com/patent/WO2015151110A2/en"}]},"researcher_id":"r42","review_status":"partial"}},"receipts":{"pxa-packet-001":{"claims":[{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10002660B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10497410B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10803920B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10811073B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10991421B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US11127455B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US11309008B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US11556145B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US12498854B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US20260105952A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US8531873B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US8773895B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r01-US9691445B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r03-US11623025B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r04-US20240402165A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r04-WO2022207703A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US20030054755A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6005855A","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6118826A","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6496543B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6600726B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6745018B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6894988B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6928123B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6928266B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6990082B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US7193965B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US7239675B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US7613171B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r06-US8538322B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r08-US12269977B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r11-US20130010295A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r11-US20240044705A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxa-c-r13-US10398314B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r13-US10595755B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r13-US10724846B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r13-US10856739B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r13-US11406294B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r13-US11737677B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r14-US20230257832A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r14-US20240219302A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxa-c-r14-WO2018185672A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"b7ed6c684b3a8ac65fd212fd974cb4962959fdae19935b70ef25e9c72ea998e1","packet_assessment":"rated","packet_id":"pxa-packet-001","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"The publication records the inventors and bibliographic metadata relevant to this bounded attribution.","score":3},"method":{"rationale":"Google Patents reproduction inspected; no patent-office prosecution or current-ownership audit. Family ID describes the source's grouping.","score":2},"provenance":{"rationale":"Identifiable public patent-office publication with directly inspected structured front matter and source locator.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10002660B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10398314B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10497410B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10595755B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10724846B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10803920B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10811073B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10856739B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10991421B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11083907B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11127455B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11275083B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11309008B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11406294B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11556145B2"},{"credibility_inputs":{"expertise":{"rationale":"The publication records the inventors and bibliographic metadata relevant to this bounded attribution.","score":3},"method":{"rationale":"Google Patents reproduction inspected; no patent-office prosecution or current-ownership audit. Family ID describes the source's grouping.","score":2},"provenance":{"rationale":"Identifiable public patent-office publication with directly inspected structured front matter and source locator.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11623025B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11737677B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US12269977B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US12498854B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20030054755A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20130010295A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20150098697A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20230257832A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20240044705A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20240219302A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20240402165A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20260105952A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6005855A"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6118826A"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6496543B1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6600726B1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6745018B1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6894988B1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6928123B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6928266B1"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-US6928266B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6990082B1"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-US6990082B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US7193965B1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US7239675B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US7613171B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US8531873B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US8538322B1"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-US8538322B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US8773895B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US9636041B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US9668672B2"},{"credibility_inputs":{"expertise":{"rationale":"The publication records the inventors and bibliographic metadata relevant to this bounded attribution.","score":3},"method":{"rationale":"Google Patents reproduction inspected; no patent-office prosecution or current-ownership audit. Family ID describes the source's grouping.","score":2},"provenance":{"rationale":"Identifiable public patent-office publication with directly inspected structured front matter and source locator.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US9691445B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-WO2018185672A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-WO2022207703A1"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-chalutz-bio"},{"credibility_inputs":{"expertise":{"rationale":"First-party authorship and patent-list identity evidence.","score":3},"method":{"rationale":"Self-reported CV mixes filing, grant and publication dates and includes provisional identifiers; each added public record was separately inspected.","score":2},"provenance":{"rationale":"Researcher's CV hosted on official university domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-danielli-cv"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-erez-bio"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-fridman-bio"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-fridman-interstitial"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-index-adam-teman"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-index-amos-danielli"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-index-ephraim-zehavi"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-index-nisim-nisan-ozana"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-orr-bio"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-panfil-bio"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-sadia-bio"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-simonovsky-bio"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-teman-index"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-tesler-bio"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-tesler-fau"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-zehavi-bio"},{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-zehavi-index"}],"status":"deterministic-success"},"pxb-packet-001":{"claims":[{"confidence_ceiling":"moderate","id":"pxb-c-r16-US10421785B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r16-US10478132B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r16-US12226496B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r16-US20240293561A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r16-US20240345080A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r16-US20260091125A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r16-US8268577B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r18-US10364457B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r18-US10526649B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r18-US10995361B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r18-US11180804B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r19-US11323334B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r20-US20250020950A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r21-US9850483B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r22-US10474908B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r22-US20250087217A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US20020144209A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US20020146074A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US20020157058A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US20220231785A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US5809465A","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US6023529A","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US6195638B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US6201541B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US7606801B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r23-US9122955B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r24-US11334799B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r24-US20190073620A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10002660B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10169617B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10497410B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10521530B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10951391B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10991421B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US11023632B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US11127455B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US11321460B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US11586778B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US20090094570A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US20150253502A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US20190187957A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US7990451B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8161427B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8188767B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8280098B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8531873B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8773895B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxb-c-r27-US9430598B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"965b830bdd870606dbbf87e990bcb3f1bb6364bacab3efe3395c4ba698b7d815","packet_assessment":"rated","packet_id":"pxb-packet-001","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-alon-cv"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxb-deferred-r19"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxb-deferred-r22"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxb-deferred-r23"},{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxb-deferred-r28"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-fetaya-bio"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-fish-bio"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-fish-list"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-gold-cv"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-kalisky-list"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-lewi-list"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s001"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s002"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s003"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s004"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s005"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s006"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s007"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s008"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s009"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s010"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s011"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s012"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s013"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s014"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s015"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s016"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s017"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s018"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s019"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s020"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s021"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s022"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s023"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s024"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s025"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s026"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s027"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s028"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s029"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s030"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s031"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s032"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s033"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s034"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s035"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s036"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s037"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s038"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s039"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s040"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s041"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s042"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s043"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s044"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s045"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s046"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s047"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s048"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s049"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s050"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s051"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s052"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-singer-bio"},{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-somin-bio"}],"status":"deterministic-success"},"pxc-patents-c-001":{"claims":[{"confidence_ceiling":"high","id":"pxc-c-r30-US10411720B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r30-US11520370B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US10996959B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080120675A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080120676A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080174694A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080240093A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080240230A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080260033A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080263621A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20090055005A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20090210155A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20090235312A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r32-US6385244B1","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US8270479B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r32-US9247263B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r34-US20110142181A1","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r34-US7609789B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r34-US7636406B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r34-WO2018198118A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20240195834A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20240232672A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20240288595A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20240296361A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20250365149A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20250373340A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-US11838104B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-US12171692B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-US12519918B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-US12536611B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r39-US12499303B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r39-US20250335549A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r39-US20250335761A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r39-US20250335762A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r39-US20260050507A1","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r40-US10389411B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r40-US20210027857A1","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r40-US9344162B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r42-WO2015151110A2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"0500e7511e934ddfbb5131767055701d74cae25c0e228f54e7b9263eb7c4391f","packet_assessment":"rated","packet_id":"pxc-patents-c-001","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US10389411B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US10411720B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US10996959B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US11520370B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US11838104B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12171692B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12499303B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12519918B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12536611B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080120675A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080120676A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080174694A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080240093A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080240230A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080260033A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080263621A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20090055005A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20090210155A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20090235312A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20090257581A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20110142181A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20210027857A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20240195834A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20240232672A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20240288595A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20240296361A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250335549A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250335761A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250335762A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250365149A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250373340A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20260050506A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20260050507A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20260064938A1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US6385244B1"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US6757329B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US7609789B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US7636406B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US8270479B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US9247263B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US9344162B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-WO2015151110A2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-WO2018198118A1"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-amir-bio"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-ilan-bio"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-izack-bio"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-leshem-cv"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-medina-index"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-mor-index"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-noam-index"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-tamar-bio"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-yavits-bio"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-yoli-biu"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-yoli-nvidia"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-zaidel-bio"}],"status":"deterministic-success"},"pxc-patents-c-002":{"claims":[{"confidence_ceiling":"high","id":"pxc-c-r36-cv-001","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-002","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-003","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-004","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-005","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-006","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-007","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-008","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-009","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-010","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-011","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-012","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-013","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-014","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-015","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-016","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-017","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-018","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-019","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-020","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-021","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-022","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-023","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-024","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r36-cv-025","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-026","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r36-cv-027","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-028","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-029","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-030","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-031","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-032","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-033","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-034","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-035","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-036","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-037","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-038","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-039","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-040","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-041","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-042","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-043","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-044","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-045","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-046","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-047","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-048","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-049","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-050","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-051","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-052","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-053","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-054","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-055","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-056","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-057","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-058","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-059","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"high","id":"pxc-c-r36-cv-060","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-061","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-062","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-063","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-064","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-065","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-066","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-067","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-068","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-069","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-070","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-071","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-072","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-073","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-074","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-075","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-076","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"74c8ddc6109563420a51e4c5899886e9f43503d5cc41105f9734c74a4062a4cc","packet_assessment":"rated","packet_id":"pxc-patents-c-002","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US10608002B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12313916B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12547018B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US6166833A"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-001"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-002"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-003"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-004"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-005"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-006"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-007"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-008"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-009"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-010"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-011"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-012"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-013"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-014"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-015"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-016"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-017"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-018"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-019"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-020"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-021"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-022"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-023"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-024"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-025"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-026"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-027"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-028"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-029"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-030"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-031"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-032"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-033"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-034"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-035"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-036"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-037"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-038"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-039"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-040"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-041"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-042"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-043"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-044"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-045"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-046"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-047"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-048"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-049"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-050"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-051"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-052"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-053"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-054"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-055"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-056"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-057"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-058"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-059"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-060"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-061"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-062"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-063"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-064"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-065"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-066"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-067"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-068"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-069"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-070"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-071"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-072"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-073"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-074"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-075"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-076"}],"status":"deterministic-success"},"pxc-patents-c-003":{"claims":[{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US10398314B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US10595755B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US10724846B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US10856739B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US11406294B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US11737677B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US20210063563A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US9636041B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"fafaf036d2d0564b0903150915f91af157483fae921d5d760addcb7b4fa0eb01","packet_assessment":"rated","packet_id":"pxc-patents-c-003","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"Strong for bibliographic attribution.","score":2},"method":{"rationale":"Publication number and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent record.","score":3}},"credibility_rating":"moderate","id":"a-s43"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10398314B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10595755B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10724846B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10856739B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11406294B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11737677B2"},{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US9636041B2"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-045"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-059"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-061"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-063"},{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-074"}],"status":"deterministic-success"},"pxe-matches-001":{"claims":[{"confidence_ceiling":"low","id":"pxe-match-r01","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r02","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r03","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r04","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r05","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r06","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r07","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"1d7043238a0d8efe1268757c3ba7deaac7f71d35676b7e5b76e02fb79a34bb68","packet_assessment":"rated","packet_id":"pxe-matches-001","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"Direct description of a specialist's role and research.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence, not an empirical study.","score":2},"provenance":{"rationale":"First-party academic page on an RWTH subdomain.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aalst"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-acemoglu"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party program description.","score":2},"provenance":{"rationale":"Official Harvard lab site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aizenberg"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-athey"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-autor"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-berkeley-directory"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boyden"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bronstein"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official Stanford research-center page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-brynjolfsson"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-calderbank"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-carley"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-chen"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-devadas"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-erkip"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-gal"},{"credibility_inputs":{"expertise":{"rationale":"First-party lab research description.","score":3},"method":{"rationale":"Detailed program description without independent evaluation.","score":2},"provenance":{"rationale":"Official Harvard Medical School page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-gladyshev"},{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldsmith"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-haeupler"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-hammond"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ingber"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-jackson"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-jurafsky"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-langer"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-lapata"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lewis"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-manning"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-medard"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitragotri"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitzenmacher"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-montanari"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mooney"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-mutlu"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of directly relevant expertise.","score":3},"method":{"rationale":"Appropriate for candidate fit, not validation of the proposed project.","score":2},"provenance":{"rationale":"Official UCLA faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ozcan"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-pachter"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and program description.","score":3},"method":{"rationale":"Institutional narrative with concrete roles.","score":2},"provenance":{"rationale":"Official Stanford profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-piech"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-quake"},{"credibility_inputs":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rabaey"},{"credibility_inputs":{"expertise":{"rationale":"Institutional summary of a leading specialist's current role and field.","score":3},"method":{"rationale":"Profile evidence is adequate for candidate fit only.","score":2},"provenance":{"rationale":"Official university biography.","score":3}},"credibility_rating":"moderate","id":"pxe-s-roth"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-satija"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-schmidt"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-teichmann"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-tse"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-uhler"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-vollmer"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wong"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wornell"},{"credibility_inputs":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile, partly self-reported.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s01"},{"credibility_inputs":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s05"},{"credibility_inputs":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and publication links.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s08"},{"credibility_inputs":{"expertise":{"rationale":"Detailed faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s12"},{"credibility_inputs":{"expertise":{"rationale":"Strong for identity only; it does not establish professional scope.","score":1},"method":{"rationale":"Very limited profile detail.","score":1},"provenance":{"rationale":"Official university page.","score":3}},"credibility_rating":"low","id":"pxe-subject-a-s16"},{"credibility_inputs":{"expertise":{"rationale":"Direct event attribution, not a research profile.","score":2},"method":{"rationale":"Specific institutional report.","score":2},"provenance":{"rationale":"Official faculty news page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s17"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"First-party summary with limited dating.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s19"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s22"}],"status":"deterministic-success"},"pxe-matches-002":{"claims":[{"confidence_ceiling":"low","id":"pxe-match-r08","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r09","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r10","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r11","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r12","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r13","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r14","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"5104d1d874302a16a63b6af68622311c3493100439b87d249f8ce54c022c53fe","packet_assessment":"rated","packet_id":"pxe-matches-002","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university quantum initiative page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-atature"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-atwater"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-berkeley-directory"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boas"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boyden"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-calderbank"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ceder"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"Institutional summary.","score":2},"provenance":{"rationale":"Official research-institute page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-dudley"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-gal"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-galli"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant specialization.","score":3},"method":{"rationale":"Candidate-fit evidence rather than project validation.","score":2},"provenance":{"rationale":"Official university faculty directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-giustino"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-grey"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-hammond"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official university laboratory page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-he"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ingber"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lewis"},{"credibility_inputs":{"expertise":{"rationale":"Direct publication record for the candidate lab.","score":3},"method":{"rationale":"Bibliographic list rather than full profile review.","score":2},"provenance":{"rationale":"Official Columbia research-group site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lipson"},{"credibility_inputs":{"expertise":{"rationale":"Institutional description of directly relevant photonics expertise.","score":3},"method":{"rationale":"Profile evidence supports candidate fit but not the proposed system outcome.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-loncar"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-marzari"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional profile of the proposed specialist.","score":3},"method":{"rationale":"Profile evidence establishes fit, not project feasibility.","score":2},"provenance":{"rationale":"Official research-institute directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitchell"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitragotri"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of directly relevant expertise.","score":3},"method":{"rationale":"Appropriate for candidate fit, not validation of the proposed project.","score":2},"provenance":{"rationale":"Official UCLA faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ozcan"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-persson"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-quake"},{"credibility_inputs":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rabaey"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist and research-program description.","score":3},"method":{"rationale":"Institutional profile narrative with specific research areas.","score":2},"provenance":{"rationale":"Official current university page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rupp"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-shaohorn"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-uhler"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-vuckovic"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official Harvard institute page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-walt"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wong"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wornell"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile; patent statement lacks record detail.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s25"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s28"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s31"},{"credibility_inputs":{"expertise":{"rationale":"Direct lab research description.","score":3},"method":{"rationale":"Detailed first-party overview with recent publications.","score":2},"provenance":{"rationale":"Official university laboratory site.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s34"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s37"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s41"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s45"},{"credibility_inputs":{"expertise":{"rationale":"Direct professional record.","score":3},"method":{"rationale":"Detailed self-reported CV with a clear date.","score":2},"provenance":{"rationale":"CV hosted on official university domain.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s46"}],"status":"deterministic-success"},"pxe-matches-003":{"claims":[{"confidence_ceiling":"low","id":"pxe-match-r15","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r16","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r17","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r18","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r19","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r20","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r21","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"f2b5c70fe1463eab476d3948d7684ac18c47bd0ee87482c9194e1413bb7cebf5","packet_assessment":"rated","packet_id":"pxe-matches-003","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-acemoglu"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party program description.","score":2},"provenance":{"rationale":"Official Harvard lab site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aizenberg"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university quantum initiative page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-atature"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-athey"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-atwater"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-berkeley-directory"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boyden"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bronstein"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-calderbank"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-carley"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-chen"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-devadas"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-gal"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-galli"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant specialization.","score":3},"method":{"rationale":"Candidate-fit evidence rather than project validation.","score":2},"provenance":{"rationale":"Official university faculty directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-giustino"},{"credibility_inputs":{"expertise":{"rationale":"First-party lab research description.","score":3},"method":{"rationale":"Detailed program description without independent evaluation.","score":2},"provenance":{"rationale":"Official Harvard Medical School page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-gladyshev"},{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldsmith"},{"credibility_inputs":{"expertise":{"rationale":"Institutional account of a directly relevant specialist.","score":3},"method":{"rationale":"Profile evidence supports candidate fit, not the project outcome.","score":2},"provenance":{"rationale":"Official MIT faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldwasser"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-haeupler"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-hammond"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ingber"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-jackson"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-kalai"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-langer"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lewis"},{"credibility_inputs":{"expertise":{"rationale":"Direct publication record for the candidate lab.","score":3},"method":{"rationale":"Bibliographic list rather than full profile review.","score":2},"provenance":{"rationale":"Official Columbia research-group site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lipson"},{"credibility_inputs":{"expertise":{"rationale":"Institutional description of directly relevant photonics expertise.","score":3},"method":{"rationale":"Profile evidence supports candidate fit but not the proposed system outcome.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-loncar"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-medard"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional profile of the proposed specialist.","score":3},"method":{"rationale":"Profile evidence establishes fit, not project feasibility.","score":2},"provenance":{"rationale":"Official research-institute directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitchell"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitragotri"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitzenmacher"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mooney"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of directly relevant expertise.","score":3},"method":{"rationale":"Appropriate for candidate fit, not validation of the proposed project.","score":2},"provenance":{"rationale":"Official UCLA faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ozcan"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-pachter"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-quake"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-satija"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-schmidt"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-teichmann"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-tse"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-uhler"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-vuckovic"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official Harvard institute page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-walt"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wong"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wornell"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s01"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s04"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s08"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s11"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s12"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s15"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s16"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s18"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s19"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s21"}],"status":"deterministic-success"},"pxe-matches-004":{"claims":[{"confidence_ceiling":"low","id":"pxe-match-r22","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r23","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r24","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r25","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r26","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r27","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r28","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"6ba9772d358dc8678d08bfee09f0ec9f01dec5926bceb8c7ced3eeaed3e4363c","packet_assessment":"rated","packet_id":"pxe-matches-004","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"Direct description of a specialist's role and research.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence, not an empirical study.","score":2},"provenance":{"rationale":"First-party academic page on an RWTH subdomain.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aalst"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-athey"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-berkeley-directory"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bertsimas"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bronstein"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-calderbank"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-carley"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-devadas"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-erkip"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-gal"},{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldsmith"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-haeupler"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-jurafsky"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-lapata"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-manning"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-medard"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitzenmacher"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-montanari"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-mutlu"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and program description.","score":3},"method":{"rationale":"Institutional narrative with concrete roles.","score":2},"provenance":{"rationale":"Official Stanford profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-piech"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-powell"},{"credibility_inputs":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rabaey"},{"credibility_inputs":{"expertise":{"rationale":"Institutional summary of a leading specialist's current role and field.","score":3},"method":{"rationale":"Profile evidence is adequate for candidate fit only.","score":2},"provenance":{"rationale":"Official university biography.","score":3}},"credibility_rating":"moderate","id":"pxe-s-roth"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-tse"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-uhler"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wornell"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s24"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s26"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s27"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s30"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s31"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s34"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s35"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s38"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s40"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s44"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s45"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s46"}],"status":"deterministic-success"},"pxe-matches-005":{"claims":[{"confidence_ceiling":"low","id":"pxe-match-r29","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r30","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r31","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r32","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r33","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r34","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r35","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"2a5286ad066d72db9169051638745e9e4007ea483433fe52a4982ae263f413e4","packet_assessment":"rated","packet_id":"pxe-matches-005","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"Direct description of a specialist's role and research.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence, not an empirical study.","score":2},"provenance":{"rationale":"First-party academic page on an RWTH subdomain.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aalst"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university quantum initiative page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-atature"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-athey"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-berkeley-directory"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bertsimas"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-brakerski"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-calderbank"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-carley"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-devadas"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-erkip"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-gal"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-galli"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant specialization.","score":3},"method":{"rationale":"Candidate-fit evidence rather than project validation.","score":2},"provenance":{"rationale":"Official university faculty directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-giustino"},{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldsmith"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-haeupler"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-kalai"},{"credibility_inputs":{"expertise":{"rationale":"Direct publication record for the candidate lab.","score":3},"method":{"rationale":"Bibliographic list rather than full profile review.","score":2},"provenance":{"rationale":"Official Columbia research-group site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lipson"},{"credibility_inputs":{"expertise":{"rationale":"Institutional description of directly relevant photonics expertise.","score":3},"method":{"rationale":"Profile evidence supports candidate fit but not the proposed system outcome.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-loncar"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-medard"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional profile of the proposed specialist.","score":3},"method":{"rationale":"Profile evidence establishes fit, not project feasibility.","score":2},"provenance":{"rationale":"Official research-institute directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitchell"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitzenmacher"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-montanari"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-mutlu"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-pachter"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-powell"},{"credibility_inputs":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rabaey"},{"credibility_inputs":{"expertise":{"rationale":"Institutional summary of a leading specialist's current role and field.","score":3},"method":{"rationale":"Profile evidence is adequate for candidate fit only.","score":2},"provenance":{"rationale":"Official university biography.","score":3}},"credibility_rating":"moderate","id":"pxe-s-roth"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-tse"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-vuckovic"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wornell"},{"credibility_inputs":{"expertise":{"rationale":"First-party faculty identity page.","score":3},"method":{"rationale":"Direct institutional identification, though sparse.","score":2},"provenance":{"rationale":"Official university faculty domain.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s01"},{"credibility_inputs":{"expertise":{"rationale":"Authoritative for the researcher's own record.","score":3},"method":{"rationale":"Detailed bibliographic list but dated and self-reported.","score":2},"provenance":{"rationale":"First-party CV hosted on the faculty site.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s02"},{"credibility_inputs":{"expertise":{"rationale":"Direct account of the researcher's role and work.","score":3},"method":{"rationale":"Specific education and topic details, but self-maintained.","score":2},"provenance":{"rationale":"First-party academic homepage linked by Bar-Ilan.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s04"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured authoritative record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s06"},{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography and research scope.","score":3},"method":{"rationale":"Profile evidence is adequate for identity and expertise.","score":2},"provenance":{"rationale":"First-party lab page on the university site.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s08"},{"credibility_inputs":{"expertise":{"rationale":"Direct research-scope statement by the researcher.","score":3},"method":{"rationale":"Detailed profile evidence, not an empirical result.","score":2},"provenance":{"rationale":"First-party university-hosted faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s12"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s15"},{"credibility_inputs":{"expertise":{"rationale":"Authoritative professional record for the named researcher.","score":3},"method":{"rationale":"Detailed self-reported academic record, complemented by CRIS metadata.","score":2},"provenance":{"rationale":"First-party CV on the university domain.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s16"},{"credibility_inputs":{"expertise":{"rationale":"Institutional account of the researcher's role and topics.","score":3},"method":{"rationale":"Suitable for identity and research scope, not proof of application efficacy.","score":2},"provenance":{"rationale":"Official university feature.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s17"},{"credibility_inputs":{"expertise":{"rationale":"Specific scholarly research output.","score":3},"method":{"rationale":"Authorship, output type and bibliographic metadata directly support the claim.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s18"}],"status":"deterministic-success"},"pxe-matches-006":{"claims":[{"confidence_ceiling":"low","id":"pxe-match-r36","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r37","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r38","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r39","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r40","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r41","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-match-r42","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"311bbc7648eb9b52deb523f4467fd933fef7dec04207c7e2c37db767703745a7","packet_assessment":"rated","packet_id":"pxe-matches-006","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"Direct description of a specialist's role and research.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence, not an empirical study.","score":2},"provenance":{"rationale":"First-party academic page on an RWTH subdomain.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aalst"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university quantum initiative page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-atature"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-athey"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-atwater"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-berkeley-directory"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bertsimas"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boas"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boneh"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boyden"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-brakerski"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bronstein"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-calderbank"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-carley"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ceder"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-chen"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-devadas"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-dodis"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"Institutional summary.","score":2},"provenance":{"rationale":"Official research-institute page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-dudley"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-erkip"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-gal"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-galli"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant specialization.","score":3},"method":{"rationale":"Candidate-fit evidence rather than project validation.","score":2},"provenance":{"rationale":"Official university faculty directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-giustino"},{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldsmith"},{"credibility_inputs":{"expertise":{"rationale":"Institutional account of a directly relevant specialist.","score":3},"method":{"rationale":"Profile evidence supports candidate fit, not the project outcome.","score":2},"provenance":{"rationale":"Official MIT faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldwasser"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-haeupler"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official university laboratory page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-he"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-jackson"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-kalai"},{"credibility_inputs":{"expertise":{"rationale":"Direct publication record for the candidate lab.","score":3},"method":{"rationale":"Bibliographic list rather than full profile review.","score":2},"provenance":{"rationale":"Official Columbia research-group site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lipson"},{"credibility_inputs":{"expertise":{"rationale":"Institutional description of directly relevant photonics expertise.","score":3},"method":{"rationale":"Profile evidence supports candidate fit but not the proposed system outcome.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-loncar"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lysyanskaya"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-marzari"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-medard"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-micali"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional profile of the proposed specialist.","score":3},"method":{"rationale":"Profile evidence establishes fit, not project feasibility.","score":2},"provenance":{"rationale":"Official research-institute directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitchell"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitzenmacher"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-montanari"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of directly relevant expertise.","score":3},"method":{"rationale":"Appropriate for candidate fit, not validation of the proposed project.","score":2},"provenance":{"rationale":"Official UCLA faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ozcan"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-pachter"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-persson"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-powell"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-quake"},{"credibility_inputs":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rabaey"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rivest"},{"credibility_inputs":{"expertise":{"rationale":"Institutional summary of a leading specialist's current role and field.","score":3},"method":{"rationale":"Profile evidence is adequate for candidate fit only.","score":2},"provenance":{"rationale":"Official university biography.","score":3}},"credibility_rating":"moderate","id":"pxe-s-roth"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist and research-program description.","score":3},"method":{"rationale":"Institutional profile narrative with specific research areas.","score":2},"provenance":{"rationale":"Official current university page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rupp"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-satija"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-teichmann"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-tse"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-uhler"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-vaikuntanathan"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-vuckovic"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wornell"},{"credibility_inputs":{"expertise":{"rationale":"Direct account of role, research and output counts.","score":3},"method":{"rationale":"Strong for scope; the aggregate patent count is not a substitute for patent records.","score":2},"provenance":{"rationale":"Official university faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s20"},{"credibility_inputs":{"expertise":{"rationale":"Detailed professional record by the researcher.","score":3},"method":{"rationale":"Extensive self-reported record whose currency is bounded by the file date.","score":2},"provenance":{"rationale":"First-party CV on a university domain.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s21"},{"credibility_inputs":{"expertise":{"rationale":"Direct identity and research-area record.","score":3},"method":{"rationale":"Suitable profile evidence for scope and identity.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s23"},{"credibility_inputs":{"expertise":{"rationale":"Direct description and bibliography for the named researcher.","score":3},"method":{"rationale":"Specific output metadata, though self-maintained.","score":2},"provenance":{"rationale":"First-party academic site linked to the researcher.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s24"},{"credibility_inputs":{"expertise":{"rationale":"Direct professional and publication record.","score":3},"method":{"rationale":"Specific named outputs support the expertise claim.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s27"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of intended laboratory scope.","score":3},"method":{"rationale":"Suitable for announced scope, not proof of current operations or results.","score":2},"provenance":{"rationale":"Official university faculty announcement.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s31"},{"credibility_inputs":{"expertise":{"rationale":"Specific peer-reviewed output with DOI and venue.","score":3},"method":{"rationale":"Authorship, abstract, publication date and evaluation scope are explicit.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s32"},{"credibility_inputs":{"expertise":{"rationale":"Direct statement of the researcher's topics.","score":3},"method":{"rationale":"Concise scope evidence without result details.","score":2},"provenance":{"rationale":"Official university-hosted faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s34"},{"credibility_inputs":{"expertise":{"rationale":"Specific publication metadata for the named researcher.","score":3},"method":{"rationale":"Named works and dates directly support the capability claim.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s35"},{"credibility_inputs":{"expertise":{"rationale":"Direct identity, role and research-area evidence.","score":3},"method":{"rationale":"Profile evidence establishes scope but not comparative performance.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s36"},{"credibility_inputs":{"expertise":{"rationale":"Direct supervision and bibliographic evidence in the claimed field.","score":3},"method":{"rationale":"Useful first-party evidence, though the cited paper's publisher page was not inspected.","score":2},"provenance":{"rationale":"Official university teaching and project record.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s37"},{"credibility_inputs":{"expertise":{"rationale":"Direct research and publication evidence.","score":3},"method":{"rationale":"Specific recent works support the stated capabilities.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s39"},{"credibility_inputs":{"expertise":{"rationale":"Structured faculty and output metadata.","score":3},"method":{"rationale":"Specific bibliographic records cross-check the faculty page.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s40"}],"status":"deterministic-success"},"pxe-packet-001":{"claims":[{"confidence_ceiling":"moderate","id":"pxe-c-aalst","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-aizenberg","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-atature","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-atwater","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-bertsimas","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-boas","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-bronstein","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-brynjolfsson","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-carley","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-chen","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-dudley","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-gal","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-giustino","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-gladyshev","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-goldsmith","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-goldwasser","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-haeupler","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-hammond","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-he","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-lapata","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-lipson","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-loncar","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-medard","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-mitchell","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-mitzenmacher","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-mutlu","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-ozcan","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-piech","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-powell","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-rabaey","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-roth","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-rupp","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-schmidt","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-teichmann","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-uhler","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-vuckovic","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-walt","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-wornell","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"28540d10c5916b95de75a24fc8d1073c5f77bc1ab1746184612ea5abed9b0fbc","packet_assessment":"review-pending","packet_id":"pxe-packet-001","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"Direct description of a specialist's role and research.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence, not an empirical study.","score":2},"provenance":{"rationale":"First-party academic page on an RWTH subdomain.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aalst"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party program description.","score":2},"provenance":{"rationale":"Official Harvard lab site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aizenberg"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university quantum initiative page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-atature"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-atwater"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bertsimas"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boas"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bronstein"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official Stanford research-center page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-brynjolfsson"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-carley"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-chen"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"Institutional summary.","score":2},"provenance":{"rationale":"Official research-institute page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-dudley"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-gal"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant specialization.","score":3},"method":{"rationale":"Candidate-fit evidence rather than project validation.","score":2},"provenance":{"rationale":"Official university faculty directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-giustino"},{"credibility_inputs":{"expertise":{"rationale":"First-party lab research description.","score":3},"method":{"rationale":"Detailed program description without independent evaluation.","score":2},"provenance":{"rationale":"Official Harvard Medical School page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-gladyshev"},{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldsmith"},{"credibility_inputs":{"expertise":{"rationale":"Institutional account of a directly relevant specialist.","score":3},"method":{"rationale":"Profile evidence supports candidate fit, not the project outcome.","score":2},"provenance":{"rationale":"Official MIT faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldwasser"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-haeupler"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-hammond"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official university laboratory page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-he"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-lapata"},{"credibility_inputs":{"expertise":{"rationale":"Direct publication record for the candidate lab.","score":3},"method":{"rationale":"Bibliographic list rather than full profile review.","score":2},"provenance":{"rationale":"Official Columbia research-group site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lipson"},{"credibility_inputs":{"expertise":{"rationale":"Institutional description of directly relevant photonics expertise.","score":3},"method":{"rationale":"Profile evidence supports candidate fit but not the proposed system outcome.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-loncar"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-medard"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional profile of the proposed specialist.","score":3},"method":{"rationale":"Profile evidence establishes fit, not project feasibility.","score":2},"provenance":{"rationale":"Official research-institute directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitchell"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitzenmacher"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-mutlu"},{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of directly relevant expertise.","score":3},"method":{"rationale":"Appropriate for candidate fit, not validation of the proposed project.","score":2},"provenance":{"rationale":"Official UCLA faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ozcan"},{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and program description.","score":3},"method":{"rationale":"Institutional narrative with concrete roles.","score":2},"provenance":{"rationale":"Official Stanford profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-piech"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-powell"},{"credibility_inputs":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rabaey"},{"credibility_inputs":{"expertise":{"rationale":"Institutional summary of a leading specialist's current role and field.","score":3},"method":{"rationale":"Profile evidence is adequate for candidate fit only.","score":2},"provenance":{"rationale":"Official university biography.","score":3}},"credibility_rating":"moderate","id":"pxe-s-roth"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist and research-program description.","score":3},"method":{"rationale":"Institutional profile narrative with specific research areas.","score":2},"provenance":{"rationale":"Official current university page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rupp"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-schmidt"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-teichmann"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-uhler"},{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-vuckovic"},{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official Harvard institute page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-walt"},{"credibility_inputs":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wornell"}],"status":"deterministic-success"},"pxe-packet-002":{"claims":[{"confidence_ceiling":"moderate","id":"pxe-c-acemoglu","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-athey","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-autor","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-boneh","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-boyden","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-brakerski","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-calderbank","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-ceder","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-chien","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-devadas","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-dodis","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-erkip","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-galli","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-grey","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-ingber","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-jackson","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-javey","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-jurafsky","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-kalai","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-langer","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-lewis","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-lysyanskaya","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-manning","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-marzari","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-micali","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-mitragotri","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-montanari","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-mooney","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-muller","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-nguyen","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-nikolic","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-nuzzo","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-pachter","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-persson","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-quake","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-rivest","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-sangiovanni","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-satija","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-shao","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-shaohorn","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-shekhar","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-tse","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"low","id":"pxe-c-vaikuntanathan","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-vollmer","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-wong","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},{"confidence_ceiling":"moderate","id":"pxe-c-wu","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false}],"confidence_note":"Ordinal conservative ceilings, not probabilities or source-truth certification.","confidence_scale":["unsupported","low","moderate","high"],"engine":{"bundle_sha256":"0c249e4eb40ff8c7cd38dfb32d9d51051688f8a54a60e79a3518ce3cbba852bb","modules":{"evidence/__init__.py":"310f58694111fc482e4eb06e2d4d31e39389d306e04d96060eb949790dd7bb99","evidence/engine.py":"aaee98d4b3d734cea4e6e553f967de92403381bbb6709d4fae08eaf941c5f7c0","evidence/validation.py":"dd5f38b1bd1a65253b100c802bc4c6f603dd84475f149385bafe16a3f42b7d7b","evidence_gate.py":"7a287fae09be8e01d13a710409f8a10dd4c926337449078137c8b19290e6bc8a"},"python":"3.12.9","version":"evidence-gate.v1"},"input_sha256":"c062f1eee33e6a6f6bd98b1e77539e7ceffaba557573217fd6ade3d94a59e9f9","packet_assessment":"review-pending","packet_id":"pxe-packet-002","schema_version":"1","sources":[{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-acemoglu"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-athey"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-autor"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-berkeley-directory"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boneh"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boyden"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-brakerski"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-calderbank"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ceder"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-devadas"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-dodis"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-erkip"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-galli"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-grey"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ingber"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-jackson"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-jurafsky"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-kalai"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-langer"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lewis"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lysyanskaya"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-manning"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-marzari"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-micali"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitragotri"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-montanari"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mooney"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-pachter"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-persson"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-quake"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rivest"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-satija"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-shaohorn"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-tse"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-vaikuntanathan"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-vollmer"},{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wong"}],"status":"deterministic-success"}},"research_status":"partial","review":{"limitations":["Review cutoff/access date is 2026-09-07 UTC. All 42 addition attribution claims are reviewed with exact raw record hashes, plus six baseline patent publications and one continuation parent. The final three-publication follow-up used only the three authorized primary URLs.","The original verifier pass fetched 55 unique URLs. The separately authorized five targeted Family-table reads brought this role to 60 distinct URLs, as permitted by plan v3. These five publication front-matter reads had also been available immediately before the role change. Repeat same-URL retrieval after tool-output truncation did not expand the unique-URL set; no transient HTTP retry was needed.","Five empty patent profiles have first-party identity checks only; no absence or exhaustive search inference is made. Search-result completeness, unpublished applications and all worldwide jurisdictions are outside this bounded verification.","Google Patents reproduces public patent bibliographic records. The review concerns those fields and inventor attribution, not legal validity, enforceability, current ownership, priority entitlement or commercial use.","All cited addition sources and all baseline patent-record sources are actually checked. Additional unrelated baseline biography/news sources and rejected-candidate sources are not silently marked reviewed.","Cross-inventor suggestions are a separate handoff, not additions or changes to the frozen/corrected C snapshot. No report generation or make ci was run because it writes outside this review's file ownership.","The separately authorized three-publication follow-up adds three unique primary URLs to the prior 60-URL review, for 63 distinct evidence URLs across the review stages. Prior independent identity reads were reused; no broader discovery or further absence inference was performed.","70 unique public-source locators attempted across the initial authorized 65 and explicitly authorized supplement of five. 69 yielded substantive content; Shtern short-CV b-s35 remained blocked and excluded. One same-URL retry for Somin succeeded.","Representative publications inspected through Google Patents' reproduced patent-office front matter, metadata and Family tables. Patent PDF URLs are review locators only unless explicitly stated; no legal-register, prosecution, enforceability or present-ownership audit.","Author ratings were not used to decide support. The reviewer authored lane A, is independent of lane-B author, and freshly fetched all lane-B representative publications in this role.","Five no-addition profiles retain limited review: identity context checked, but inventor searches and portfolio completeness were not independently audited. No failed access or empty lookup establishes patent absence.","All displayed patent-record citations are independently checked after the authorized supplement. The five no-record profiles remain limited because full inventor portfolios and search completeness were not audited.","No source/record writes, child agents, paid APIs, external messages or Patentonator access. Only patent-review-b.json and patent-review-b.md are owned.","Access/publication cutoff 2026-09-07. Exactly 68 unique URLs attempted under accepted plan v3: 56 patent pages (51 current publication-inspected representatives, three cited variants, two baseline originals), one CV and 11 identity/list/institutional pages. Two identity URLs remained inaccessible; 66 URLs yielded usable content.","All 51 current publication-inspected additions, three separately cited variants and both originals had independent Info/front-matter reads. The final eight reads support five CV upgrades and three additional publications; 67 records remain author-reported. The prior 72 CV-only checks and all 76 historical CV claims remain valid for their historical scope. No enforceability, current ownership or worldwide-family audit is claimed.","Eliahu Cohen baseline bio https://www.biu.ac.il/article/9551 and Boris Desiatov https://sites.biu.ac.il/en/boris-desiatov returned internal errors or Radware pages. Their checked_source_ids do not falsely include these URLs' source IDs. Identity attribution remains inferential from patent names, field, applicant/co-inventor context and the supplied baseline.","Empty profiles r29, r31, r37 and r41 have no independently reopened bio sources in this verifier pass; their profile reviews are limited with empty checked-source lists. No absence claims are endorsed. r33's institutional identity was checked but rejected candidate publications were not re-opened.","Recorded discovery searches and inaccessible leads were audited locally for scope and inference discipline, not rerun exhaustively. The author's rejected Leshem CV item-3 patent was not independently reopened, so its rejection is not certified here.","Same-URL section reads and output-recovery reads do not increase the initial 60-URL count. Two blocked identity URLs were accidentally read an extra time after an orchestration serialization error; this exceeded the intended one-retry discipline for those endpoints. No new-source broadening occurred.","Baseline lane-c.json has no git diff. Its two numbered originals are independently supported and intentionally omitted from additions. Root's future integrated preservation and UI behavior have not been validated in this worker; root owns compilation and make ci.","All 118 current records actually reviewed have exact bindings. The final eight records have new hashes; all other bindings, including corrected r40 US20210027857A1, remain valid. Hashes use expansion.record_digest(record, build_report.canonical), excluding only original, with researcher and claim IDs separately bound. Current source-file SHA256: bc20180cc6c3cd54ae2bded87f75b0cb0ff281e73651588e44c45c7e2dad9d93. Prior inputs are preserved in patents-c-snapshot-001.json and patents-c-snapshot-002.json. Any later change requires targeted re-review.","All proposals are low-forecast-confidence hypotheses. Support for a capability topic is not proof of a proposed experiment, collaboration commitment, available facilities or outcome.","All 79 baseline evidence observations were read; these are retained snapshots, not fresh full reads of every publication. Ten primary URLs were freshly read; two fresh attempts timed out and were not counted as successful.","235 pair texts were read in full for rationale, first test, components and substantive ranking limitation; 19 distinct qualifications were read, and all 470 reciprocal semantic rows were checked.","All six feasibility corrections and all 92 restored caveats are verified; no required internal finding remains open. Draft002 equivalence is verified; full candidate tests remain root-owned. No research data was edited by this reviewer.","I03 is an ordinal-scoring advisory. Scores are not calibrated probabilities and differences of one point should not imply empirical precision.","Original means membership in the frozen initiative graph, not newly discovered real-world collaboration. New pair means outside that graph and is not a novelty claim.","Root owns integration, independent UI review, external review, candidate full tests and final acceptance. This file neither updates acceptance nor claims make ci passed.","Full independent content pass over all 420 external rows; no review of this reviewer’s own internal proposals. No source files were edited.","Candidate primary pages were independently inspected through web and HTTP text reads. The 11 Berkeley-directory candidates share one URL that returned 403 here. Other reviewer coverage is carried verbatim under its actual agent ID; no reads are reassigned.","All displayed IDs were resolved and their local observations read, including subject bios and original rationale references. A checked_source_id is not necessarily a freshly reopened URL. Baseline references not reopened remain retained-source evidence.","Official profiles establish bounded capabilities and reported affiliations, not active appointments in every case, prospective capacity or willingness. Emeritus/post-tenure and multiple appointments remain compatible with the institutional strings; dated pages may lag changes.","No proposed experiment was executed. Scores are ordinal analyst judgments with low forecast confidence; reviewers do not convert them into evidence confidence, proven collaborations or validated performance.","All original names, institutions, rationales and source references are preserved. Corrections belong in additional qualification/test/ranking text rather than removal or rewriting of immutable original rationale.","No make ci was run in this read-only evidence lane because it can generate report artifacts outside the two owned review files; integrated acceptance is owned by the root.","Packet claim verifiers list only the claim-cited source aliases, as required by evidence-contract.md. The 42 profile reviews and 420 row checks separately preserve all displayed source IDs; 61 subject aliases were compared with their baseline location and observation with no differences.","The targeted re-review is bound to revised external.json SHA-256 0f5f539fdae8195687af7e71011f70bdc4de49bad67ba7c1f513b8108a984a35 and the assembler-normalized external projection hash. Historical draft001 is not claimed to contain these revisions.","The 108 revised methods and 42 refreshed proposal claims were independently read; 312 otherwise unchanged records received rank-note normalization checks. No new source retrieval was needed because catalog, source observations and capability claims are byte-for-byte structurally unchanged.","The explicit synthetic tests can establish model behavior only. Remaining parameter, dataset, scientific-role and physical-interface prerequisites are part of the accepted conditional proposal scope, not evidence of an operational team or real-world benefit.","Author qualification strings retain earlier review-pending language as immutable/preserved prefixes. The current review disposition is recorded here; those historical strings do not represent an unperformed current review."],"profiles":[{"researcher_id":"r01","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s01","a-s04","b-s43","c-s11","pxe-s-berkeley-directory","pxe-s-devadas","pxe-s-mutlu","pxe-s-rabaey"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r01","rationale":"Chien now supplies a declared biosensor/ADC interface to the memory simulation; fixed sample rate and checkpoint policies share reconstruction and energy outcomes. Score 6 reflects indirect interface fit. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s19","a-s20","a-s31","a-s32","b-s08","b-s09","b-s21","b-s38","b-s40","b-s41","c-s04","c-s06","c-s08","c-s09","c-s31","c-s32"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r01","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 17 cited baseline evidence snapshots. 4 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s03","pxa-s-US10002660B2","pxa-s-US10497410B2","pxa-s-US10803920B2","pxa-s-US10811073B2","pxa-s-US10991421B2","pxa-s-US11127455B2","pxa-s-US11309008B2","pxa-s-US11556145B2","pxa-s-US12498854B2","pxa-s-US20260105952A1","pxa-s-US8531873B2","pxa-s-US8773895B2","pxa-s-US9691445B2","pxa-s-teman-index"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: US20170294221A1.","rationale":"13 additions and 1 baseline patent records were checked for publication identity and named inventors. The faculty patent list names Adam Teman on the core memory inventions; Giterman, Fish and Noy recur in the independently read front matter. The earlier BGU records retain Teman with Pergament/Cohen/Fish, and the 2026 RAAAM record also retains Giterman and Burg from the baseline transistor record. This supports continuity across employers without an affiliation filter. The authorized targeted Family-table read now confirms the previously uncaptured family ID. This supports the accepted entries with the stated alias and continuation qualifications. Two targeted feedback gain-cell grants are independently confirmed. Their continuation-in-part and application/grant relationships are explicit; separate publications are not counted as separate inventions.","record_bindings":[{"claim_ids":["pxa-c-r01-US11309008B2"],"identifier":"US11309008B2","record_sha256":"066e078f155db488dabb3f881b973c93609f688e33c646bff2f47d5c3b11a1b9","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US11127455B2"],"identifier":"US11127455B2","record_sha256":"71591e25c0ff240156da16bf7ba3a7f3c2a50c54bc25c47016a645759f85a9e6","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US10991421B2"],"identifier":"US10991421B2","record_sha256":"fdc01f633fedc6af3983607b859a33c1c1a5f9a5fe45f2a0192c90f00de3e3e9","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US10811073B2"],"identifier":"US10811073B2","record_sha256":"25bea152fe3f81961d40cb34b84dfdd819f76419a4aa6f2d20d42e5c4f774745","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US10803920B2"],"identifier":"US10803920B2","record_sha256":"559687701d4ebf5fbec87901df1f4ee9c30dfcf91d12144501a2d1c8bb92719f","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US10497410B2"],"identifier":"US10497410B2","record_sha256":"1c01a291d59e7c8d3570ca2d9cc1c169cda8cf14f0f477518c3a548dfa15e875","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US8773895B2"],"identifier":"US8773895B2","record_sha256":"2253579175619f237d51e653dab270a0690c795f17ef76c73974da8d09f11b3c","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US8531873B2"],"identifier":"US8531873B2","record_sha256":"b2115763ecffc7cc0af2310d33fcc500ccf39bfa58dd3cdee2865ca828b5d150","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US11556145B2"],"identifier":"US11556145B2","record_sha256":"439cf756d1c731f8cf3b5223f6d049447f9e32f9ca2551f4c564cc3e48998cfd","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US12498854B2"],"identifier":"US12498854B2","record_sha256":"904ed4bdae8cf66450d55a623042794d47e46da9106e28fac57df9e9085568db","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US20260105952A1"],"identifier":"US20260105952A1","record_sha256":"3f9e21f1926934940eb09ff1ba80921ffaf14e964ed7372ac6318485297fe9db","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US9691445B2"],"identifier":"US9691445B2","record_sha256":"f05adc11877a38d0ea1eefc9594af92fd0de4ea2cc11b6b850be93974d46434f","researcher_id":"r01"},{"claim_ids":["pxa-c-r01-US10002660B2"],"identifier":"US10002660B2","record_sha256":"bc8df888b2c0eecf782bd6586c0b1d06cf78e32bd5a6ddc460afded01b75a66f","researcher_id":"r01"}],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"supports"}]},{"researcher_id":"r02","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s05","a-s07","b-s14","b-s23","b-s25","b-s29","c-s33","pxe-s-berkeley-directory","pxe-s-bronstein","pxe-s-chen","pxe-s-gal","pxe-s-gladyshev","pxe-s-pachter","pxe-s-quake","pxe-s-satija","pxe-s-teichmann","pxe-s-uhler"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r02","rationale":"The four revisions separate capture-bias simulation, raw-read quantification, spatial-coordinate analysis and causal interventions. Each now has the required variables or declared synthetic truth and a shared downstream outcome; scores 7–8 reflect prerequisites. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s05","a-s06","a-s08","a-s28","a-s29","b-s04","b-s05","b-s11","b-s12","b-s15","b-s16","b-s21","b-s24","b-s26","b-s27","c-s08","c-s09","c-s31","c-s32"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r02","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 19 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s05","pxa-s-orr-bio"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: none.","rationale":"No additional or baseline patent identifier is accepted for this profile. The first-party identity page was inspected; this supports only the bounded no-attributable-record status, not absence of patents. Search completeness is not independently certified.","record_bindings":[],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"limited"}]},{"researcher_id":"r03","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s08","a-s11","a-s15","b-s07","pxe-s-aizenberg","pxe-s-berkeley-directory","pxe-s-boyden","pxe-s-hammond","pxe-s-ingber","pxe-s-langer","pxe-s-lewis","pxe-s-mitragotri","pxe-s-mooney","pxe-s-schmidt"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r03","rationale":"The revised impedance-readout comparison fixes scaffold geometry and magnetic pattern, defines synthetic impedance truth and stops without a defensible coverage mapping. It no longer claims neural growth from a digital readout. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s05","a-s06","a-s08","a-s12","a-s13","a-s28","a-s29","a-s41","a-s42","a-s45","a-s46","a-s47","b-s04","b-s05","b-s11","b-s12","b-s21","b-s26","b-s27","c-s20","c-s21","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r03","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s10","pxa-s-US11623025B2"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: US20190046692A1.","rationale":"1 addition and 1 baseline patent records were checked for publication identity and named inventors. The baseline publication names the exact faculty inventor on the matching technical subject; no broader family or portfolio conclusion is made. The original title is a paraphrase: the publication actually uses 'cells or cell components and uses thereof in tissue repair'; identifier and inventor match. Targeted grant read confirms the exact inventor/team and publication counterpart; the historical baseline title remains preserved.","record_bindings":[{"claim_ids":["pxa-c-r03-US11623025B2"],"identifier":"US11623025B2","record_sha256":"908f42b88c8f0acd0ed1d24404aaab896624d8b89e4652a730d63569100be21c","researcher_id":"r03"}],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"supports"}]},{"researcher_id":"r04","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s12","a-s14","a-s15","b-s07","c-s22","pxe-s-aizenberg","pxe-s-hammond","pxe-s-ingber","pxe-s-langer","pxe-s-lewis","pxe-s-mitragotri","pxe-s-mooney","pxe-s-ozcan","pxe-s-vollmer","pxe-s-wong"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r04","rationale":"Lewis now holds chemistry and flow fixed while varying printable geometry. Ozcan compares analysis methods on identical synthetic images and particle truth. Neither test substitutes imaging improvement for coating efficacy. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s08","a-s12","a-s13","a-s25","a-s26","a-s31","a-s32","a-s45","a-s46","a-s47","b-s04","b-s05","b-s18","b-s19","c-s12","c-s13","c-s20","c-s21","c-s36","c-s37","c-s39","c-s40","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r04","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 23 cited baseline evidence snapshots. 2 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s14","pxa-s-US20240402165A1","pxa-s-WO2022207703A1","pxa-s-tesler-bio","pxa-s-tesler-fau"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: US10330218B2.","rationale":"2 additions and 1 baseline patent records were checked for publication identity and named inventors. BIU and FAU biographies match Technion degrees, Weizmann training with Israel Rubinstein and Harvard work. FAU explicitly lists the coating and baseline Harvard patents. Its Solomonov/Tesler/Shimanovich publication supplies the coauthor bridge for the shorter Alexander Tesler name on Spiky metal structures. The authorized targeted Family-table read now confirms the previously uncaptured family ID. This supports the accepted entries with the stated alias and continuation qualifications.","record_bindings":[{"claim_ids":["pxa-c-r04-WO2022207703A1"],"identifier":"WO2022207703A1","record_sha256":"3496a3db3b2c51c59064069d3dbd9ac96e7ec0f13e7f2400197db663ac7e7ffd","researcher_id":"r04"},{"claim_ids":["pxa-c-r04-US20240402165A1"],"identifier":"US20240402165A1","record_sha256":"54bee20e79d56bf4c0e3cabc2e16cd00f879a247341b2577bfe8092bb7bc5972","researcher_id":"r04"}],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"supports"}]},{"researcher_id":"r05","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s16","a-s17","a-s18","a-s24","b-s17","b-s29","b-s47","c-s05","c-s14","pxe-s-athey","pxe-s-brynjolfsson","pxe-s-carley","pxe-s-gal","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher","pxe-s-piech","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r05","rationale":"All ten roles explicitly await identity/role confirmation and a qualified scientific lead. Seven distinct component tuples and scores 2–5 distinguish evaluation coordination from remote technical branches; no teaching, algorithmic or research expertise is assigned to Simonovsky. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s16","a-s17","a-s22","a-s23","b-s08","b-s09","b-s15","b-s16","b-s24","b-s26","b-s27","b-s30","b-s31","b-s44","b-s45","b-s46","c-s01","c-s02","c-s08","c-s09","c-s23","c-s24"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r05","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 0 original co-membership proposals and 10 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s16","pxa-s-simonovsky-bio"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: none.","rationale":"No additional or baseline patent identifier is accepted for this profile. The first-party identity page was inspected; this supports only the bounded no-attributable-record status, not absence of patents. Search completeness is not independently certified. The official heading is Alexandra Simonovsky and its institutional alias uses Litinsky; this is a search lead, not enough to merge other inventor identities.","record_bindings":[],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"limited"}]},{"researcher_id":"r06","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s04","a-s19","a-s21","b-s10","b-s39","c-s05","c-s07","c-s14","pxe-s-calderbank","pxe-s-erkip","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-medard","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-rabaey","pxe-s-tse","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r06","rationale":"Goldsmith now starts with seeded channel simulation and defers SDR/traces; feasibility falls to 2. Montanari estimates a named channel matrix with the decoder fixed. The original's lower rank is explained with actual preceding scores. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s19","a-s20","b-s08","b-s09","b-s38","b-s40","b-s41","c-s04","c-s06","c-s08","c-s09","c-s12","c-s13","c-s15","c-s16","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r06","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 18 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxa-s-US20030054755A1","pxa-s-US6005855A","pxa-s-US6118826A","pxa-s-US6496543B1","pxa-s-US6600726B1","pxa-s-US6745018B1","pxa-s-US6894988B1","pxa-s-US6928123B2","pxa-s-US6928266B1","pxa-s-US6990082B1","pxa-s-US7193965B1","pxa-s-US7239675B2","pxa-s-US7613171B2","pxa-s-US8538322B1","pxa-s-zehavi-bio","pxa-s-zehavi-index"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: none.","rationale":"14 additions and 0 baseline patent records were checked for publication identity and named inventors. The university patent list explicitly binds GFSK receiver 7239675 to this faculty member and also uses Ephi; the patent itself says Ephi Zehavi. The biography independently links his Qualcomm, Mobilian and Intel career, including satellite/CDMA work. No current appointment or audited 40-plus-patent total is inferred from the dated legacy biography. The authorized targeted Family-table read now confirms the previously uncaptured family ID. This supports the accepted entries with the stated alias and continuation qualifications.","record_bindings":[{"claim_ids":["pxa-c-r06-US7613171B2"],"identifier":"US7613171B2","record_sha256":"0ee043e80ef175dbf060b324ad09a4b55f7aaf9ce7dccab4cd755d74101f1e79","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US7239675B2"],"identifier":"US7239675B2","record_sha256":"8c0729c4d6a4842a45c7d8ef060729fd6d64439481659e12c6697f45ece848e8","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US7193965B1"],"identifier":"US7193965B1","record_sha256":"1b187d63cf96185ce6876d12606a537b97fe5540b049192d093e77a258e2d3d5","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US6928123B2"],"identifier":"US6928123B2","record_sha256":"3e8d246bb380dcaac71e44c420780190ba95dd25b80fb29366d6f01bbeb0c64e","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US6990082B1"],"identifier":"US6990082B1","record_sha256":"cfa6a3438f8560b4f811006d517f36b15d09cb562680c3ffba021307f6ad439c","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US6928266B1"],"identifier":"US6928266B1","record_sha256":"4f79ce2b2dfc103028adceb92dba02415c0cd904a8cc2aaa3d3390d0c7cf5791","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US6894988B1"],"identifier":"US6894988B1","record_sha256":"d8da3a589d31958967cd5242926a777af23efea1dc214bfedfe2e805f39427c1","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US6745018B1"],"identifier":"US6745018B1","record_sha256":"cb5499d74ae98d4da6a4d3968f1927244b67209d1c7dc9640aed5c837d711290","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US6600726B1"],"identifier":"US6600726B1","record_sha256":"1103d9f1b3012f29892489c19f4913f3db561ee24b911906309a1a2b85b8c521","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US20030054755A1"],"identifier":"US20030054755A1","record_sha256":"db61a1171f9d3375f9e2f79018a88e64cbeb292d5a4def15d0da9ef410371486","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US6496543B1"],"identifier":"US6496543B1","record_sha256":"ee71fda756b057a5a7aded39ba097d51bc2d7acd1b2b6d7de5faf2ed1ca502de","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US6005855A"],"identifier":"US6005855A","record_sha256":"0ac0c9b4b1124d5745ef81b44fe4a929492a6e561a99a8e950c893c468a689b9","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US6118826A"],"identifier":"US6118826A","record_sha256":"fc9209f5d5157e27023bbf6772494eb410ebe80c931c9f6c2c609d5ca6b7c566","researcher_id":"r06"},{"claim_ids":["pxa-c-r06-US8538322B1"],"identifier":"US8538322B1","record_sha256":"f4e732c9818a2c5196c11c05bf46a9b476f829901b2872ed712c94b6776dd57e","researcher_id":"r06"}],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"supports"}]},{"researcher_id":"r07","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s18","a-s22","a-s24","b-s17","c-s03","c-s26","pxe-s-aalst","pxe-s-acemoglu","pxe-s-athey","pxe-s-autor","pxe-s-brynjolfsson","pxe-s-carley","pxe-s-jackson","pxe-s-jurafsky","pxe-s-piech","pxe-s-roth"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r07","rationale":"Workforce interventions, task/skill definitions, missingness and outcomes are now explicit in synthetic design tests. Graph detection and text robustness use their own matched controls; all participant studies remain deferred. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s16","a-s17","a-s22","a-s23","b-s15","b-s16","b-s21","b-s24","b-s26","b-s27","b-s30","b-s31","b-s44","b-s45","b-s46","c-s01","c-s02","c-s23","c-s24","c-s27","c-s31","c-s32"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r07","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 8 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s22","pxa-s-chalutz-bio"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: none.","rationale":"No additional or baseline patent identifier is accepted for this profile. The first-party identity page was inspected; this supports only the bounded no-attributable-record status, not absence of patents. Search completeness is not independently certified.","record_bindings":[],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"limited"}]},{"researcher_id":"r08","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s25","a-s27","a-s40","b-s03","b-s20","c-s19","c-s38","c-s41","pxe-s-atature","pxe-s-atwater","pxe-s-ceder","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-loncar","pxe-s-mitchell","pxe-s-persson","pxe-s-vuckovic"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r08","rationale":"Mitchell is reduced to a low-fit estimator analogy on a declared emitter phase observable, with a compatibility stop rule and no assumed atom-defect hardware coupling. Score 4 reflects the unresolved physical interface. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s12","a-s13","a-s25","a-s26","a-s31","a-s32","a-s34","a-s37","a-s38","b-s01","b-s02","b-s04","b-s05","b-s18","b-s19","c-s17","c-s18","c-s20","c-s21","c-s36","c-s37","c-s39","c-s40","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r08","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 24 cited baseline evidence snapshots. 5 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s25","pxa-s-US12269977B2","pxa-s-panfil-bio"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: none.","rationale":"1 additions and 0 baseline patent records were checked for publication identity and named inventors. BIU's Yossef Efraim Panfil profile describes Hebrew University coupled colloidal quantum dots and lists Panfil with Cui and Banin. The patent names Yossi Panfil with Cui and Banin on the matching nanostructures. This is a supported identity inference, not an assertion that the patent itself prints the faculty name or an independently proven legal alias. The authorized targeted Family-table read now confirms the previously uncaptured family ID. This supports the accepted entries with the stated alias and continuation qualifications.","record_bindings":[{"claim_ids":["pxa-c-r08-US12269977B2"],"identifier":"US12269977B2","record_sha256":"32cf56f56f2aa4e98f7ab82e547f1f3f9ab49fb1f7651b9460bb5342869bdd66","researcher_id":"r08"}],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"supports"}]},{"researcher_id":"r09","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s28","a-s30","a-s40","a-s44","b-s29","c-s14","c-s22","c-s33","pxe-s-berkeley-directory","pxe-s-boas","pxe-s-boyden","pxe-s-gal","pxe-s-he","pxe-s-lipson","pxe-s-ozcan","pxe-s-uhler","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r09","rationale":"Optical physiology, cellular imaging, acquisition circuits and photonic routing now form separate declared synthetic branches. Each tests a specific observable and rejects an unjustified connection to the human cognitive task. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s05","a-s06","a-s08","a-s28","a-s29","a-s41","a-s42","b-s11","b-s12","b-s21","b-s24","b-s26","b-s27","c-s12","c-s13","c-s20","c-s21","c-s31","c-s32","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r09","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 20 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxa-s-erez-bio"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: none.","rationale":"No additional or baseline patent identifier is accepted for this profile. The first-party identity page was inspected; this supports only the bounded no-attributable-record status, not absence of patents. Search completeness is not independently certified.","record_bindings":[],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"limited"}]},{"researcher_id":"r10","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s31","a-s33","b-s20","c-s38","pxe-s-atwater","pxe-s-ceder","pxe-s-galli","pxe-s-giustino","pxe-s-grey","pxe-s-lewis","pxe-s-marzari","pxe-s-persson","pxe-s-rupp","pxe-s-shaohorn"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r10","rationale":"No method or score changed. Ranking-only normalization preserves the previously reviewed ceramic/transport/materials pool, including the lower, explicitly conditional optical and printing analogies. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s12","a-s13","a-s25","a-s26","a-s31","a-s32","b-s18","b-s19","b-s30","b-s31","b-s40","b-s41","c-s08","c-s09","c-s12","c-s13","c-s36","c-s37","c-s39","c-s40"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r10","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 21 cited baseline evidence snapshots. 2 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s31","pxa-s-sadia-bio"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: none.","rationale":"No additional or baseline patent identifier is accepted for this profile. The first-party identity page was inspected; this supports only the bounded no-attributable-record status, not absence of patents. Search completeness is not independently certified.","record_bindings":[],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"limited"}]},{"researcher_id":"r11","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s27","a-s34","a-s36","a-s40","b-s03","b-s20","b-s29","c-s14","c-s19","c-s41","pxe-s-atature","pxe-s-atwater","pxe-s-berkeley-directory","pxe-s-dudley","pxe-s-gal","pxe-s-lipson","pxe-s-loncar","pxe-s-mitchell","pxe-s-vuckovic","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r11","rationale":"The revised emitter/atomic branches specify wavepackets, temporal-lens transfer functions, common response models and bandwidth stop rules. Both score 4 and make no assertion that the existing fibre apparatus is an atomic sensor. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s25","a-s26","a-s34","a-s37","a-s38","a-s41","a-s42","a-s45","a-s46","a-s47","b-s01","b-s02","b-s18","b-s19","b-s24","c-s12","c-s13","c-s17","c-s18","c-s20","c-s21","c-s36","c-s37","c-s39","c-s40","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r11","rationale":"Independently reviewed all 12 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 26 cited baseline evidence snapshots. 0 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["pxa-s-US20130010295A1","pxa-s-US20240044705A1","pxa-s-fridman-bio"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: none.","rationale":"2 additions and 0 baseline patent records were checked for publication identity and named inventors. The first-party Moti Fridman page names him and quantum/temporal optics and ultrafast work; both publications explicitly print Moti Fridman on matching optical instrumentation. The Yeda inventors Davidson/Friesem and the later Bar-Ilan record supply consistent field/institution context. Citation-only hits are not used.","record_bindings":[{"claim_ids":["pxa-c-r11-US20130010295A1"],"identifier":"US20130010295A1","record_sha256":"354b58a11446d672817499e028c310ba4f5bb6211e5d97b358f80795b649d320","researcher_id":"r11"},{"claim_ids":["pxa-c-r11-US20240044705A1"],"identifier":"US20240044705A1","record_sha256":"86ce4829c1a285123e3dd5ce876cff9c3a2e7ba46d0f0dd3e13ba9be58eeba50","researcher_id":"r11"}],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"supports"}]},{"researcher_id":"r12","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s27","a-s36","a-s37","a-s40","b-s03","b-s20","c-s14","c-s19","c-s41","pxe-s-atature","pxe-s-atwater","pxe-s-berkeley-directory","pxe-s-calderbank","pxe-s-dudley","pxe-s-lipson","pxe-s-loncar","pxe-s-mitchell","pxe-s-vuckovic","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r12","rationale":"Calderbank now protects classical frequency-bin readout under an explicit confusion/erasure channel, not quantum states. Mitchell uses a shared phase likelihood and rejects estimators needing an absent atomic degree of freedom. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s25","a-s26","a-s34","a-s37","a-s38","a-s41","a-s42","a-s45","a-s46","a-s47","b-s01","b-s02","b-s18","b-s19","c-s17","c-s18","c-s20","c-s21","c-s36","c-s37","c-s39","c-s40","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r12","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 23 cited baseline evidence snapshots. 5 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s39"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: WO2013160902A1.","rationale":"0 additions and 1 baseline patent records were checked for publication identity and named inventors. The baseline publication names the exact faculty inventor on the matching technical subject; no broader family or portfolio conclusion is made.","record_bindings":[],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"supports"}]},{"researcher_id":"r13","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s30","a-s40","a-s41","a-s44","b-s29","c-s14","c-s22","pxe-s-berkeley-directory","pxe-s-boas","pxe-s-boyden","pxe-s-gal","pxe-s-he","pxe-s-lipson","pxe-s-ozcan","pxe-s-quake","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r13","rationale":"The revisions use synthetic particle-flow truth, separately labelled cellular images or an explicitly hypothetical joint optical/electrical model. The previously missing modalities are no longer inferred from an acellular phantom. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s08","a-s28","a-s29","a-s34","a-s37","a-s38","a-s41","a-s42","a-s45","a-s46","a-s47","b-s01","b-s02","b-s26","b-s27","c-s12","c-s13","c-s17","c-s18","c-s20","c-s21","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r13","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s41","a-s43","pxa-s-US10398314B2","pxa-s-US10595755B2","pxa-s-US10724846B2","pxa-s-US10856739B2","pxa-s-US11406294B2","pxa-s-US11737677B2","pxa-s-US9636041B2"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: US20210063563A1.","rationale":"6 additions and 1 baseline patent records were checked for publication identity and named inventors. The independently read baseline US20210063563A1 prints Nisim Nisan Ozana with Zeev Zalevsky. BIU's Nisan Ozana profile describes noninvasive optical/interferometric sensing and lists a Zalevsky/Ozana speckle-sensing paper. The six additions retain the fuller name and this technical/co-inventor network. The bridge is contextual rather than an official legal-name equivalence certificate. Parent US9636041B2 was separately inspected and explicitly linked as a continuation parent. The note about absence of Ozana from US9668672B2 was not independently re-read here and must not be treated as a verified branch-wide inventor rule. The authorized targeted Family-table read now confirms the previously uncaptured family ID. This supports the accepted entries with the stated alias and continuation qualifications.","record_bindings":[{"claim_ids":["pxa-c-r13-US11737677B2"],"identifier":"US11737677B2","record_sha256":"4dfaa63ce1525fa0b7dd1990eae0aeaf106f68adaf9665e6a2326a361df157db","researcher_id":"r13"},{"claim_ids":["pxa-c-r13-US11406294B2"],"identifier":"US11406294B2","record_sha256":"79ad7553c325f485a9671a41c099bd724d528b287626718c9c52463493cafbd6","researcher_id":"r13"},{"claim_ids":["pxa-c-r13-US10724846B2"],"identifier":"US10724846B2","record_sha256":"44a618d4fbb76651ca85994fe355e1605bedd6fd21aef9349b8d109960fd0eca","researcher_id":"r13"},{"claim_ids":["pxa-c-r13-US10595755B2"],"identifier":"US10595755B2","record_sha256":"7eb1f80cdccb398632ffa8a8c1b65c6b303d4a59910112150d98e422fa3230f1","researcher_id":"r13"},{"claim_ids":["pxa-c-r13-US10398314B2"],"identifier":"US10398314B2","record_sha256":"9685d331dc82751a44930b0bf0e485aff0938eac971999c940900d4cb72c553c","researcher_id":"r13"},{"claim_ids":["pxa-c-r13-US10856739B2"],"identifier":"US10856739B2","record_sha256":"c6c6f3719178d113bbf688a37cd8ed94e657d5a72666544c61b4324e18c14fda","researcher_id":"r13"}],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"supports"}]},{"researcher_id":"r14","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s04","a-s45","a-s46","a-s49","b-s07","c-s22","pxe-s-berkeley-directory","pxe-s-hammond","pxe-s-ingber","pxe-s-mitragotri","pxe-s-ozcan","pxe-s-quake","pxe-s-rabaey","pxe-s-walt","pxe-s-wong"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r14","rationale":"Ozcan holds acquisition fixed and measures bead/concentration error on rendered assay images. Ingber defines a separate transport model with known permeability and explicitly excludes toxicity and biological-barrier efficacy. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s08","a-s12","a-s13","a-s34","a-s37","a-s38","a-s41","a-s42","a-s45","a-s46","a-s47","b-s04","b-s05","b-s18","b-s19","b-s21","b-s40","b-s41","c-s20","c-s21","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r14","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 21 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-f92c-7353-aaeb-7045a3c6f254","checked_source_ids":["a-s46","a-s48","pxa-s-US20230257832A1","pxa-s-US20240219302A1","pxa-s-WO2018185672A1","pxa-s-danielli-cv"],"locator":"patents-a.json snapshot SHA-256 40ff203f1f296c612b98b3e320b98dfa59a25d61e8f5cdc1c36b7a2989848717; record_bindings below use expansion.record_digest(record, build_report.canonical). Primary Info/front matter and first-party identity sections, with full checked-source URL/hash ledger in patent-review-a.md. Baseline IDs: US8465989B2.","rationale":"3 additions and 1 baseline patent records were checked for publication identity and named inventors. The CV identifies Amos Danielli, BIU, doctoral supervisor Ady Arie and MagBiosense founding. Page 8 names the same patent/PCT entries and co-inventors Margulis, Burg, Hadass and Verbarg. Publication dates and applicants are taken from independently inspected patent front matter, not CV dates.","record_bindings":[{"claim_ids":["pxa-c-r14-US20230257832A1"],"identifier":"US20230257832A1","record_sha256":"1921763adc0ba28bbf56fdc5b5423f3e4fb4c2979c99de2df23d0e7ab017c753","researcher_id":"r14"},{"claim_ids":["pxa-c-r14-US20240219302A1"],"identifier":"US20240219302A1","record_sha256":"556ac6b7f28ddafbb4540d3be8d783d2d3f513d1dccfb2601ed0f63c234cc552","researcher_id":"r14"},{"claim_ids":["pxa-c-r14-WO2018185672A1"],"identifier":"WO2018185672A1","record_sha256":"de3dfa21f5a44d5cf3f4d646379bf23461a6e84724a00f96fdd1b58fedf29c47","researcher_id":"r14"}],"reviewer":"01a07da5-fce6-7843-8d56-0871a3bb8009","scope":"patents","verdict":"supports"}]},{"researcher_id":"r15","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s27","a-s40","b-s01","b-s03","b-s20","c-s19","c-s38","c-s41","pxe-s-atature","pxe-s-atwater","pxe-s-berkeley-directory","pxe-s-calderbank","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-loncar","pxe-s-mitchell","pxe-s-vuckovic"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r15","rationale":"The code comparison now has a classical encoding and a shared readout channel. Galli requires a dielectric/interface parameter and propagates an assumed range into a fixed resonator model; low feasibility reflects the missing material calculation. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s25","a-s26","a-s34","a-s37","a-s38","a-s41","a-s42","b-s01","b-s02","b-s18","b-s19","c-s12","c-s13","c-s17","c-s18","c-s20","c-s21","c-s36","c-s37","c-s39","c-s40","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r15","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 5 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["b-s01"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r15","rationale":"No added or original patent record is asserted for this profile. The referenced identity/research source was independently read; the author's no-record language is appropriately bounded. This review did not repeat the inventor searches or audit a complete portfolio, so no absence claim is supported. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"limited"}]},{"researcher_id":"r16","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s11","a-s15","a-s49","b-s04","b-s07","pxe-s-aizenberg","pxe-s-hammond","pxe-s-ingber","pxe-s-langer","pxe-s-lewis","pxe-s-mitragotri","pxe-s-mooney","pxe-s-quake","pxe-s-schmidt","pxe-s-walt"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r16","rationale":"Printing is tied to exposure through fixed carrier kinetics; isolation is tied to uptake-estimation bias. Schmidt is a conditional neural-delivery branch with a no-scaffold transport control, and neurite efficacy remains excluded. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s05","a-s06","a-s08","a-s12","a-s13","a-s25","a-s26","a-s45","a-s46","a-s47","b-s04","b-s05","b-s11","b-s12","b-s18","b-s19","b-s21","c-s20","c-s21","c-s36","c-s37","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r16","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxb-s001","pxb-s002","pxb-s003","pxb-s004","pxb-s005","pxb-s006","pxb-s007","b-s06"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r16","rationale":"The exact uncommon name Rachela Popovtzer and the retained Nanocarry publication's Betzer/Motiei co-inventors connect the nanomedicine records; all seven added inventor fields were read, including the earlier Ramot electrochemical invention. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[{"claim_ids":["pxb-c-r16-US20260091125A1"],"identifier":"US20260091125A1","record_sha256":"17f7937d3ef579cde6bf03df72db09eb540247ff68e3134a215aa1e1cb672b69","researcher_id":"r16"},{"claim_ids":["pxb-c-r16-US12226496B2"],"identifier":"US12226496B2","record_sha256":"5c349e2d306f9e4c51b668de88a1f40091221c7e5f3a1702156aefbdc015dd81","researcher_id":"r16"},{"claim_ids":["pxb-c-r16-US20240345080A1"],"identifier":"US20240345080A1","record_sha256":"4f865c6748300d4637e8f11873dce673cfb4692bbe0b86be5a01062960f42ae1","researcher_id":"r16"},{"claim_ids":["pxb-c-r16-US20240293561A1"],"identifier":"US20240293561A1","record_sha256":"18734d141b6a4711535bf08a665189508223d3b8d91f69036ee27229119a0263","researcher_id":"r16"},{"claim_ids":["pxb-c-r16-US10478132B2"],"identifier":"US10478132B2","record_sha256":"9cb704911cf92c2bcc08b84487afde1c0a47ea235344ff964e77b37734eaf5c6","researcher_id":"r16"},{"claim_ids":["pxb-c-r16-US10421785B2"],"identifier":"US10421785B2","record_sha256":"d7a73b2b8e78682ffe6b546224b50b6f29b7fa67e2459ac1122f412759eedd7d","researcher_id":"r16"},{"claim_ids":["pxb-c-r16-US8268577B2"],"identifier":"US8268577B2","record_sha256":"2e2f77951c0cd06cd87448e6fb19ec6cf2b536c5cd6a24653509e8eda5cb9739","researcher_id":"r16"}],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"supports"}]},{"researcher_id":"r17","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s21","b-s08","b-s10","b-s39","c-s05","c-s07","c-s14","pxe-s-berkeley-directory","pxe-s-calderbank","pxe-s-devadas","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-kalai","pxe-s-medard","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r17","rationale":"Haeupler starts with an explicit simulated protocol, correctness condition and separate fault sweeps. Devadas separates protected-message leakage from link correctness. Hardware and cryptographic proof are deferred; the original rank change is explained. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s16","a-s17","a-s19","a-s20","b-s08","b-s09","b-s15","b-s16","b-s38","c-s04","c-s06","c-s08","c-s09","c-s15","c-s16","c-s27","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r17","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 19 cited baseline evidence snapshots. 3 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["b-s08"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r17","rationale":"No added or original patent record is asserted for this profile. The referenced identity/research source was independently read; the author's no-record language is appropriately bounded. This review did not repeat the inventor searches or audit a complete portfolio, so no absence claim is supported. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"limited"}]},{"researcher_id":"r18","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s07","b-s11","b-s12","b-s14","b-s23","b-s25","c-s33","pxe-s-berkeley-directory","pxe-s-boyden","pxe-s-bronstein","pxe-s-chen","pxe-s-gladyshev","pxe-s-pachter","pxe-s-quake","pxe-s-satija","pxe-s-teichmann","pxe-s-uhler"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r18","rationale":"Raw reads/barcodes, synthetic spatial interventions and computational capture/dropout models now have common quantification or mapping controls. No physical dilution of archived counts is proposed. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s05","a-s06","a-s08","a-s28","a-s29","b-s04","b-s05","b-s11","b-s12","b-s21","b-s24","b-s26","b-s27","c-s08","c-s09","c-s20","c-s21","c-s31","c-s32","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r18","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 20 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxb-s008","pxb-alon-cv","pxb-s009","pxb-s051","pxb-s052","b-s13"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r18","rationale":"The independently read embedded January 2020 CV identifies Shahar Alon as MIT/Boyden postdoc and BIU faculty and lists three of the added inventions by application/title; the ATAC publication names the same Alon/Chen/Boyden network. The baseline publication independently names Shahar Alon. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[{"claim_ids":["pxb-c-r18-US11180804B2"],"identifier":"US11180804B2","record_sha256":"d97a8d136f33645bb742cf80d555f717096b45d9d968b3d1fac2c9aafe6409e4","researcher_id":"r18"},{"claim_ids":["pxb-c-r18-US10995361B2"],"identifier":"US10995361B2","record_sha256":"4e2451b803d287df6dd7416e23bd018a6e81c1fa571a332fa30017e0b831ffbb","researcher_id":"r18"},{"claim_ids":["pxb-c-r18-US10364457B2"],"identifier":"US10364457B2","record_sha256":"adb99b8012561595bbceb2cc2ae3b9eb9cc2590fdc50ab03a79dd3e58d3e0b21","researcher_id":"r18"},{"claim_ids":["pxb-c-r18-US10526649B2"],"identifier":"US10526649B2","record_sha256":"274b2a3889f1e61e19b864e5ce92b94463e82a00f2759e1d2f6125fd6a296b6f","researcher_id":"r18"}],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"supports"}]},{"researcher_id":"r19","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["b-s15","b-s16","b-s17","b-s25","b-s29","c-s05","c-s14","c-s30","pxe-s-acemoglu","pxe-s-athey","pxe-s-bronstein","pxe-s-carley","pxe-s-gal","pxe-s-goldwasser","pxe-s-jackson","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r19","rationale":"The revised causal treatment/outcome, event-processing queue and separate worker-task model supply the missing mathematical objects. Detection, processing efficiency and labour outcomes are explicitly separated. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s05","a-s06","a-s16","a-s17","a-s22","a-s23","b-s08","b-s09","b-s15","b-s16","b-s30","b-s31","b-s44","b-s45","b-s46","c-s01","c-s02","c-s06","c-s23","c-s24","c-s27","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r19","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 23 cited baseline evidence snapshots. 4 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxb-s011","pxb-somin-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r19","rationale":"The university biography reopened through web retrieval after one direct-HTTP interstitial. It names network-intelligence research and publications coauthored with Yaniv Altshuler, matching the inspected patent's Somin/Altshuler inventors. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[{"claim_ids":["pxb-c-r19-US11323334B2"],"identifier":"US11323334B2","record_sha256":"8111be666d1dc251b65dfd85a4ad7be56257a022e80d02e1c9d054a464fbf52f","researcher_id":"r19"}],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"supports"}]},{"researcher_id":"r20","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s15","a-s40","b-s03","b-s18","b-s19","b-s20","c-s22","c-s38","c-s41","pxe-s-aizenberg","pxe-s-atwater","pxe-s-berkeley-directory","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-loncar","pxe-s-ozcan","pxe-s-vuckovic","pxe-s-wong"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r20","rationale":"Material theory now connects through declared optical constants or temperature-index coefficients. The coating branch tests an optical penalty at fixed geometry and cannot claim retention or antifouling efficacy from simulation. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s12","a-s13","a-s25","a-s26","a-s31","a-s32","a-s34","a-s37","a-s38","a-s45","a-s46","a-s47","b-s01","b-s02","b-s04","b-s05","b-s18","b-s19","c-s20","c-s21","c-s36","c-s37","c-s39","c-s40","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r20","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 25 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxb-s013","pxb-lewi-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r20","rationale":"The inspected BIU application explicitly names Tomer Lewi and Shany Cohen in the matching photonic field. The university patent list was independently read in the authorized supplement and explicitly names Tomer Lewi/Shany Cohen on application 18/766,826 with the matching title. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[{"claim_ids":["pxb-c-r20-US20250020950A1"],"identifier":"US20250020950A1","record_sha256":"7da1060b3d75e400e928acd81fc9812bf6678c6258c540289627d0bfe1207f8f","researcher_id":"r20"}],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"supports"}]},{"researcher_id":"r21","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s07","b-s14","b-s21","b-s23","b-s25","b-s29","c-s33","pxe-s-berkeley-directory","pxe-s-bronstein","pxe-s-chen","pxe-s-gal","pxe-s-gladyshev","pxe-s-pachter","pxe-s-quake","pxe-s-satija","pxe-s-teichmann","pxe-s-uhler"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r21","rationale":"Spatial coordinates, donor age, repair stage, interventions and capture assumptions are explicit requirements or simulated variables. Comparators hold shared count/state inputs fixed; scores account for these prerequisites. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s05","a-s06","a-s08","a-s22","a-s23","a-s28","a-s29","a-s45","a-s46","a-s47","b-s04","b-s05","b-s11","b-s12","b-s21","b-s26","b-s27","b-s40","b-s41","b-s44","b-s45","b-s46","c-s08","c-s09","c-s31","c-s32"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r21","rationale":"Independently reviewed all 13 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 27 cited baseline evidence snapshots. 6 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxb-s010","b-s22","pxb-kalisky-list"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r21","rationale":"The retained Stanford single-cell publication and added Stanford publication both explicitly name Tomer Kalisky and share Clarke/Quake/Dalerba/Liu/Leyrat/Diehn/Wang co-inventors. The personal publication list was independently read in the authorized supplement and names Tomer Kalisky and the matching co-inventors on the added invention, application US-20130225435. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[{"claim_ids":["pxb-c-r21-US9850483B2"],"identifier":"US9850483B2","record_sha256":"c0c77deb513d806ca9e8a63f8322fe8b7506d13fff79df1b9297152e62b474ec","researcher_id":"r21"}],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"supports"}]},{"researcher_id":"r22","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["b-s24","b-s25","b-s29","b-s47","c-s05","c-s14","c-s33","pxe-s-athey","pxe-s-bronstein","pxe-s-gal","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-uhler","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r22","rationale":"Causal structure-property and safety-filter studies now define interventions and planted truth. Scheduling is a separate fixed-output compute workload, so queue performance is not scientific predictive validity. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s05","a-s06","a-s16","a-s17","a-s22","a-s23","a-s28","a-s29","a-s34","b-s11","b-s12","b-s24","b-s26","b-s27","b-s30","b-s31","b-s34","b-s35","b-s36","b-s44","b-s45","b-s46","c-s15","c-s16","c-s23","c-s24","c-s27","c-s31","c-s32","c-s36","c-s37"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r22","rationale":"Independently reviewed all 15 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 31 cited baseline evidence snapshots. 4 original co-membership proposals and 2 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxb-s014","pxb-fetaya-bio","pxb-s015"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r22","rationale":"Fetaya's independently read Toronto homepage identifies the Weizmann/Ullman computer-vision history and lists StixelNet with Dan Levi and Noa Garnett, matching the GM publication's inventor network. Both added publications explicitly name Ethan Fetaya; the later one also lists BIU and GM. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[{"claim_ids":["pxb-c-r22-US10474908B2"],"identifier":"US10474908B2","record_sha256":"1a556f567cc6d813abde2db509b5092611d682456a142341db1e543e0cb01efe","researcher_id":"r22"},{"claim_ids":["pxb-c-r22-US20250087217A1"],"identifier":"US20250087217A1","record_sha256":"f475c6950c146d1afc944634e7cf6e248cf98a95fa82aface3fd0f888e6e15f4","researcher_id":"r22"}],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"supports"}]},{"researcher_id":"r23","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["b-s25","b-s26","b-s27","b-s29","b-s47","c-s05","c-s14","c-s33","pxe-s-athey","pxe-s-bronstein","pxe-s-gal","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-uhler","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r23","rationale":"Acquisition-quality intervention, uncertainty-flag treatment and reviewer queues now have named outcomes and matched policies. Synthetic reviewer behaviour is explicitly not evidence of clinical or institutional benefit. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s05","a-s06","a-s08","a-s16","a-s17","a-s22","a-s23","a-s28","a-s29","a-s41","a-s42","b-s11","b-s12","b-s21","b-s24","b-s26","b-s27","b-s30","b-s31","b-s44","b-s45","b-s46","c-s01","c-s02","c-s23","c-s24","c-s27","c-s31","c-s32"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r23","rationale":"Independently reviewed all 15 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 29 cited baseline evidence snapshots. 7 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxb-s018","pxb-gold-cv","pxb-s019","pxb-s020","pxb-s021","pxb-s022","pxb-s023","pxb-s024","pxb-s025","pxb-s026","pxb-s027","b-s28"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r23","rationale":"Goldberger's independently read 2025 CV, pages 13–14, names the six older patent identifiers and the original mammogram patent. Page 1 confirms CUTe, CogniTens and ART employment. The three CUTe applications name Goldberger with Ariel/Amrani; the newer coding publication names Goldberger and is attributed with exact name, university and technical context. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[{"claim_ids":["pxb-c-r23-US20220231785A1"],"identifier":"US20220231785A1","record_sha256":"78cc103803cfc2be367f544da0b8f17a155d32dca35bbe0a24ded395aec75a03","researcher_id":"r23"},{"claim_ids":["pxb-c-r23-US9122955B2"],"identifier":"US9122955B2","record_sha256":"5e1446c463618bd1d7fb175efb50cf7c393ba8896547419cf202fa69ac8dded9","researcher_id":"r23"},{"claim_ids":["pxb-c-r23-US7606801B2"],"identifier":"US7606801B2","record_sha256":"d2da4489337573532e0df9c5e9e8ea237adf083baae5f148e642f5935bd81b26","researcher_id":"r23"},{"claim_ids":["pxb-c-r23-US6195638B1"],"identifier":"US6195638B1","record_sha256":"6c069a96e1124a77d39f91b14581461b82c71ba15f7e46b1444a008586596de9","researcher_id":"r23"},{"claim_ids":["pxb-c-r23-US6201541B1"],"identifier":"US6201541B1","record_sha256":"6b013d6e33430f0d639cbe4da38ced7598c7ac20d4efb3ed866ce383f7f7e631","researcher_id":"r23"},{"claim_ids":["pxb-c-r23-US6023529A"],"identifier":"US6023529A","record_sha256":"876b9095aa2d5acdb579772cc0160f837df6b8937996c90b12abdecee1284706","researcher_id":"r23"},{"claim_ids":["pxb-c-r23-US5809465A"],"identifier":"US5809465A","record_sha256":"6d50fcac4c97532773d6ad8df2493b1722554131192337cf903ebdc7bf7f89da","researcher_id":"r23"},{"claim_ids":["pxb-c-r23-US20020157058A1"],"identifier":"US20020157058A1","record_sha256":"501449289e5d421d25ee80fadaed791df4a7b9faf4c963af49fc9fdb0ea10c80","researcher_id":"r23"},{"claim_ids":["pxb-c-r23-US20020146074A1"],"identifier":"US20020146074A1","record_sha256":"140fcf02542552371ba3c17fd3e6af7da19d9b97048c795f936390435ce9db01","researcher_id":"r23"},{"claim_ids":["pxb-c-r23-US20020144209A1"],"identifier":"US20020144209A1","record_sha256":"29e5a0ee5833b05e3fe21c4a4113009665a6210e117c6e509b4b8c5249e129cd","researcher_id":"r23"}],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"supports"}]},{"researcher_id":"r24","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s21","b-s17","b-s30","b-s31","b-s32","b-s37","c-s03","c-s05","c-s07","c-s14","c-s26","pxe-s-aalst","pxe-s-athey","pxe-s-bertsimas","pxe-s-carley","pxe-s-goldsmith","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-powell","pxe-s-roth","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r24","rationale":"Goldsmith is a score-5 constrained-allocation analogy with radio metrics removed. Wornell names queue-count/arrival-rate summaries and compares downstream allocation loss with the allocator fixed. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s16","a-s17","a-s22","a-s23","a-s31","a-s32","b-s15","b-s16","b-s24","b-s26","b-s27","b-s30","b-s31","b-s34","b-s35","b-s36","b-s44","b-s45","b-s46","c-s01","c-s02","c-s08","c-s09","c-s23","c-s24","c-s27"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r24","rationale":"Independently reviewed all 12 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 26 cited baseline evidence snapshots. 4 original co-membership proposals and 2 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxb-s016","pxb-singer-bio","pxb-s017"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r24","rationale":"The independently read university biography explicitly identifies Gonen Singer as CB4 co-founder. Both inspected C-B4 patent publications name Gonen Singer with Roee Eli Anuar Or. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[{"claim_ids":["pxb-c-r24-US11334799B2"],"identifier":"US11334799B2","record_sha256":"658a0f551311e5b89dfa1e290fdcdf9fa8bda42c1b3599786d80b2950e7c0f62","researcher_id":"r24"},{"claim_ids":["pxb-c-r24-US20190073620A1"],"identifier":"US20190073620A1","record_sha256":"382a0183329f1a559d2de22af378b26b4e0f2a8dc91c613614b1ef55f956a496","researcher_id":"r24"}],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"supports"}]},{"researcher_id":"r25","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s21","b-s29","b-s32","b-s34","b-s35","b-s37","c-s03","c-s05","c-s07","c-s14","c-s26","pxe-s-aalst","pxe-s-athey","pxe-s-bertsimas","pxe-s-gal","pxe-s-goldsmith","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-powell","pxe-s-roth","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r25","rationale":"The two revisions retain identity confirmation and explicitly choose a care-capacity branch with booking treatment or demand-rate estimation. They make no dose-efficacy claim or assertion of a confirmed scientific role. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["b-s24","b-s30","b-s31","b-s34","b-s35","b-s36","b-s38","c-s01","c-s02","c-s04","c-s08","c-s09","c-s12","c-s13","c-s15","c-s16","c-s23","c-s24","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r25","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 20 cited baseline evidence snapshots. 0 original co-membership proposals and 10 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["b-s34"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r25","rationale":"No added or original patent record is asserted for this profile. The referenced identity/research source was independently read; the author's no-record language is appropriately bounded. This review did not repeat the inventor searches or audit a complete portfolio, so no absence claim is supported. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"limited"}]},{"researcher_id":"r26","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s04","a-s21","b-s10","b-s38","b-s39","c-s05","c-s07","c-s14","pxe-s-calderbank","pxe-s-erkip","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-medard","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-rabaey","pxe-s-tse","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r26","rationale":"Medard now starts with seeded burst-channel experiments and defers measured traces; its lower ranking is explained. Montanari supplies a gain/state estimator evaluated through the same mismatched decoder. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s19","a-s20","b-s08","b-s09","b-s34","b-s35","b-s36","b-s38","b-s40","b-s41","c-s04","c-s06","c-s12","c-s13","c-s15","c-s16","c-s17","c-s18","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r26","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 21 cited baseline evidence snapshots. 3 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["b-s38"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r26","rationale":"No added or original patent record is asserted for this profile. The referenced identity/research source was independently read; the author's no-record language is appropriately bounded. This review did not repeat the inventor searches or audit a complete portfolio, so no absence claim is supported. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"limited"}]},{"researcher_id":"r27","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s04","b-s40","b-s43","c-s11","pxe-s-berkeley-directory","pxe-s-devadas","pxe-s-mutlu","pxe-s-rabaey"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r27","rationale":"Chien's input is a digital biosensor stream rather than fluidics; Nguyen's clock interface is a memory timing margin rather than a receiver. Both now have common operations and explicit loss/timing outcomes. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s19","a-s20","a-s31","a-s32","a-s45","a-s46","a-s47","b-s21","b-s38","b-s40","b-s41","c-s01","c-s02","c-s04","c-s06","c-s08","c-s09","c-s31","c-s32"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r27","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 20 cited baseline evidence snapshots. 4 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["pxb-s028","pxb-fish-list","pxb-s029","pxb-s030","pxb-s031","pxb-s032","pxb-s033","pxb-s035","pxb-s036","pxb-s037","pxb-s038","pxb-s039","pxb-s040","pxb-s041","pxb-s043","pxb-s044","pxb-s045","pxb-s046","pxb-s047","pxb-s049","pxb-s050","b-s42","pxb-s034","pxb-s042","pxb-s048"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r27","rationale":"The independently read Alex Fish institutional portfolio lists the Alexander/A. Fish inventions and co-inventors across Technion, BGU and BIU eras. All 20 representative inventor fields and the baseline droop grant were read. All three supplementary variant publications were independently read in the authorized supplement: US10572619B2, US8901965B2 and US8004316B2 name Alexander Fish and confirm the submitted dates, assignees and respective Family IDs 60785310, 47628690 and 36829688. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[{"claim_ids":["pxb-c-r27-US11586778B2"],"identifier":"US11586778B2","record_sha256":"1b55ed57b7899ed04a1e387cca7604e423bc440a1ec86f8cc9e2072da593dbef","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US11321460B2"],"identifier":"US11321460B2","record_sha256":"2f842a432d163756ead4507da78919e3f959301df8edc5ced1cbe591805b52ff","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US11127455B2"],"identifier":"US11127455B2","record_sha256":"468f8fa4a60eee4f994a2846fe85a5b8728360dc25bb29e15411210832c7ef6e","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US11023632B2"],"identifier":"US11023632B2","record_sha256":"047d1c6899c7376bc5e17f2b07ce2176a27ccdb5ef26b1e6204301069f8610da","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US10991421B2"],"identifier":"US10991421B2","record_sha256":"85c1598197d36f3d3e87421ca1b07f940aa7071264c7e24d3f60bbb5163e1c00","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US10951391B2"],"identifier":"US10951391B2","record_sha256":"71c0a94643b5bc81b167e309c72b0b42a8e813a16779f6d4f237fc6cda376b09","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US10521530B2"],"identifier":"US10521530B2","record_sha256":"a9e35b31b8a0bff6a2360bfb010d7213d0d0e87ce0c384a0951d803c38d36bc1","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US10497410B2"],"identifier":"US10497410B2","record_sha256":"4b0d1e8cad90d4eb28f7fd8f273dfa7caf1dc5dd5b441e0b3f346cc347dcb9a8","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US20190187957A1"],"identifier":"US20190187957A1","record_sha256":"2980848b5b0dc8cb902b8e94836d1da7e25c9c6fdac84ad9a8cbd5e52f7ef61b","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US10002660B2"],"identifier":"US10002660B2","record_sha256":"59ff7624bf272267d35e8e666ee996e506f44900ec1e3a0549c8a58833bb9a93","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US10169617B2"],"identifier":"US10169617B2","record_sha256":"347e4f0362685c3dfb52429e700ab7e221ae26774caa23e819792ae1119b50e5","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US9430598B2"],"identifier":"US9430598B2","record_sha256":"ca6063feb511b25be9bb82fa736fc47a4d44a452040ba52dd39e44aa6969921a","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US20150253502A1"],"identifier":"US20150253502A1","record_sha256":"76f89039f31ea1c7cbc7a5f0ea4b756588e843d78f0ea7c71ce28a76f25cdca8","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US8773895B2"],"identifier":"US8773895B2","record_sha256":"708af2beef5631162b1d2e0fb6fdaa31932574e766c8491da3b2a93032078383","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US8531873B2"],"identifier":"US8531873B2","record_sha256":"642cce903279e7f193f9f7b05a2fb5cd1661a3e867d8b228cc464ce9d33f94bf","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US8280098B2"],"identifier":"US8280098B2","record_sha256":"40c4d9b2ea1b04a366e4ceddd80ed5c1a8fcdf9d328f1d6881973894b769dc92","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US8188767B2"],"identifier":"US8188767B2","record_sha256":"491b0f9d20651d45180126cd304083ec68023797f242fbfee33c900c29671208","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US8161427B2"],"identifier":"US8161427B2","record_sha256":"76a58266bd35c320f34a5bc2291aec62980ff1ebb159e154ab6fb413669d69a4","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US7990451B2"],"identifier":"US7990451B2","record_sha256":"cab06a66afaaaf87bc146f2dd6c06dda0c2761e7d705e50ecde7aca175912816","researcher_id":"r27"},{"claim_ids":["pxb-c-r27-US20090094570A1"],"identifier":"US20090094570A1","record_sha256":"ce9f3a6505a36a1aba806414ca62b78606540b00db56fec4c73ca0c7d068f718","researcher_id":"r27"}],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"supports"}]},{"researcher_id":"r28","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s18","b-s17","b-s25","b-s29","b-s44","b-s45","b-s46","b-s47","c-s05","c-s14","c-s33","pxe-s-bronstein","pxe-s-carley","pxe-s-gal","pxe-s-jurafsky","pxe-s-lapata","pxe-s-manning","pxe-s-mitzenmacher","pxe-s-piech","pxe-s-uhler","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r28","rationale":"Wornell targets proposition retention at a fixed token budget through one summarizer. Piech evaluates annotation rubrics rather than comparing agreement with summary quality, and human-rater access remains a later prerequisite. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s16","a-s17","a-s22","a-s23","b-s15","b-s16","b-s21","b-s24","b-s26","b-s27","b-s30","b-s31","b-s44","b-s45","b-s46","c-s01","c-s02","c-s23","c-s24","c-s27","c-s31","c-s32"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r28","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 4 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","checked_source_ids":["b-s46"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-b.md#r28","rationale":"No added or original patent record is asserted for this profile. The referenced identity/research source was independently read; the author's no-record language is appropriately bounded. This review did not repeat the inventor searches or audit a complete portfolio, so no absence claim is supported. Exact raw record hashes now bind the root-applied 13 independently observed publication-date completions; every other record field is unchanged. No present-ownership, validity or exhaustive-portfolio assertion is made.","record_bindings":[],"reviewer":"01a07da5-f92c-7353-aaeb-7045a3c6f254","scope":"patents","verdict":"limited"}]},{"researcher_id":"r29","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s21","b-s17","b-s32","b-s37","c-s01","c-s02","c-s03","c-s05","c-s07","c-s14","c-s26","pxe-s-aalst","pxe-s-athey","pxe-s-bertsimas","pxe-s-carley","pxe-s-goldsmith","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-powell","pxe-s-roth","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r29","rationale":"The revised hospital model maps only constrained service allocation, excludes RF metrics and compares the same arrivals/capacity on waiting time and unmet demand. Score 5 reflects the indirect analogy. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s16","a-s17","a-s22","a-s23","b-s15","b-s16","b-s26","b-s27","b-s30","b-s31","b-s34","b-s35","b-s36","b-s40","b-s41","b-s44","b-s45","b-s46","c-s01","c-s02","c-s04","c-s08","c-s09","c-s23","c-s24","c-s27"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r29","rationale":"Independently reviewed all 12 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 26 cited baseline evidence snapshots. 4 original co-membership proposals and 2 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":[],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r29","rationale":"No additions are present. The recorded search notes explicitly limit coverage and do not infer patent absence. Search completeness was not independently replicated within the 60-URL cap. No underlying bio source was re-opened for this empty profile; checked_source_ids is intentionally empty, not invented coverage.","record_bindings":[],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"limited"}]},{"researcher_id":"r30","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s21","b-s10","b-s39","c-s04","c-s05","c-s07","c-s14","pxe-s-berkeley-directory","pxe-s-calderbank","pxe-s-devadas","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-kalai","pxe-s-medard","pxe-s-mitzenmacher","pxe-s-tse","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r30","rationale":"The secure-computation branch now specifies a passive access observer and independent faults, comparing identical computations on correctness and a separately labelled leakage proxy. Score 6 replaces the unsupported high overlap. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s19","a-s20","b-s08","b-s09","b-s34","b-s35","b-s36","b-s38","b-s40","b-s41","c-s01","c-s02","c-s04","c-s06","c-s08","c-s09","c-s15","c-s16","c-s23","c-s24","c-s27"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r30","rationale":"Independently reviewed all 12 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 3 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxc-s-US11520370B2","pxc-s-medina-index","pxc-s-US10411720B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r30","rationale":"Reviewed every one of 2 addition rows and all of their cited sources. Medina's own patent list explicitly names Mordechai (Moti) Medina and both grant numbers. Bounded addition coverage only; no worldwide completeness, legal validity or current ownership conclusion.","record_bindings":[{"claim_ids":["pxc-c-r30-US11520370B2"],"identifier":"US11520370B2","record_sha256":"ffcabce4e1d809b5a1d5a643a0503d281c5e1142c7f8ca381f7ac46508451522","researcher_id":"r30"},{"claim_ids":["pxc-c-r30-US10411720B2"],"identifier":"US10411720B2","record_sha256":"c1216c2c0005186b6448c3b1ac5ce770f19114288c81f77a01eb23558b3adf00","researcher_id":"r30"}],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"supports"}]},{"researcher_id":"r31","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s04","a-s21","b-s10","b-s39","c-s05","c-s06","c-s07","c-s14","pxe-s-calderbank","pxe-s-erkip","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-medard","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-rabaey","pxe-s-tse","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r31","rationale":"The revised MIMO test names channels, pilots and symbols and compares detection methods on the same realizations and power. Orthogonal access is correctly treated as a separate system comparison. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s19","a-s20","b-s08","b-s09","b-s15","b-s16","b-s38","b-s40","b-s41","c-s04","c-s06","c-s12","c-s13","c-s15","c-s16","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r31","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 18 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":[],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r31","rationale":"No additions are present. The recorded search notes explicitly limit coverage and do not infer patent absence. Search completeness was not independently replicated within the 60-URL cap. No underlying bio source was re-opened for this empty profile; checked_source_ids is intentionally empty, not invented coverage.","record_bindings":[],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"limited"}]},{"researcher_id":"r32","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s04","b-s43","c-s08","c-s11","pxe-s-berkeley-directory","pxe-s-devadas","pxe-s-mutlu","pxe-s-pachter","pxe-s-rabaey","pxe-s-tse"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r32","rationale":"The revised privacy and portable-device branches define host visibility, unchanged classification, acquisition/compute/radio stages and component-to-read-error mappings. Distant device transfer is explicitly low feasibility with a rejection condition. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s05","a-s06","a-s16","a-s17","a-s19","a-s20","a-s31","a-s32","b-s08","b-s09","b-s11","b-s12","b-s21","b-s30","b-s31","b-s34","b-s35","b-s36","b-s40","b-s41","c-s01","c-s02","c-s04","c-s08","c-s09","c-s31","c-s32"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r32","rationale":"Independently reviewed all 14 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 28 cited baseline evidence snapshots. 4 original co-membership proposals and 2 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxc-s-US10996959B2","pxc-s-yavits-bio","pxc-s-US9247263B2","pxc-s-US8270479B2","pxc-s-US20090235312A1","pxc-s-US20090210155A1","pxc-s-US20090055005A1","pxc-s-US20080260033A1","pxc-s-US20080263621A1","pxc-s-US20080240093A1","pxc-s-US20080240230A1","pxc-s-US20080174694A1","pxc-s-US20080120675A1","pxc-s-US20080120676A1","pxc-s-US6385244B1","pxc-s-US6757329B2","c-s10","c-s08"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r32","rationale":"Reviewed every one of 14 addition rows and all of their cited sources. Yavits's institutional biography documents VisionTech/Broadcom and Technion; the rare full name and recurring Amir Morad team connect the Horizon-era records. The baseline institutional patent also names Yavits, Ginosar and Weiser. Bounded addition coverage only; no worldwide completeness, legal validity or current ownership conclusion. Baseline US10878906B2 and institutional c-s10 independently match; the institutional 2018 date is a filing-date-style record and must not replace the grant's 2020-12-29 publication date. The baseline original stays unchanged.","record_bindings":[{"claim_ids":["pxc-c-r32-US10996959B2"],"identifier":"US10996959B2","record_sha256":"92f5e0633ca1ff83e4a0c335b20a7c68282fc51862f1916e4f8b66e457d5541a","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US9247263B2"],"identifier":"US9247263B2","record_sha256":"7e16765302690b9700873dc292c9509e336666ced5cbce4a84cef0d38e24728f","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US8270479B2"],"identifier":"US8270479B2","record_sha256":"4b66429e0ca018c7a0314521b021fba45fa79502037f1bd4c97f2f7b944af3d6","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20090235312A1"],"identifier":"US20090235312A1","record_sha256":"9d53f8fee83c8bb9cd0576cf2066043d3e4b652737593cf073a4beecc2f357b2","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20090210155A1"],"identifier":"US20090210155A1","record_sha256":"d6aca85382ee1e0db522ceaa29c633c79cfec5cf8c2497c6f47ae20ac5e7b806","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20090055005A1"],"identifier":"US20090055005A1","record_sha256":"f80443ada91220d58925295c5861884ed2358ff5a876fcdb902916b5469c5680","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20080260033A1"],"identifier":"US20080260033A1","record_sha256":"c33f475283284f20d93ac944c647f192e1fe8671bf7d2cc4c6d23d9e251b89da","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20080263621A1"],"identifier":"US20080263621A1","record_sha256":"556f5bb79b20204dcbfac7b75d8077cdc7c173eae7391b144c815fab93b10872","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20080240093A1"],"identifier":"US20080240093A1","record_sha256":"0e270ebc2e09c695374e0a9597dc0a15077fc2b0ec92f79baf66106a102c6955","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20080240230A1"],"identifier":"US20080240230A1","record_sha256":"c390aaeb71472abf8cabc4213cea7726ea17f9bc057957a45225c6296de8a639","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20080174694A1"],"identifier":"US20080174694A1","record_sha256":"6ab7c7e9651d8c090c22225197bde4441b2bd6acf9d61c383516f93aa182c5d8","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20080120675A1"],"identifier":"US20080120675A1","record_sha256":"8a4f78c1fa2564fc761244c51b333187a15f05ec36376cf7ee8226457beec910","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US20080120676A1"],"identifier":"US20080120676A1","record_sha256":"736758fd871bc074086d2b6e9264ca68aec18d0c56e71917e9a690ce836d079f","researcher_id":"r32"},{"claim_ids":["pxc-c-r32-US6385244B1"],"identifier":"US6385244B1","record_sha256":"a20cea51c7d6c2c8dfb6b1bac965b4588601f465c34535163f141900b32c7bc2","researcher_id":"r32"}],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"supports"}]},{"researcher_id":"r33","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s04","a-s21","b-s10","b-s39","c-s05","c-s07","c-s12","c-s13","c-s14","pxe-s-calderbank","pxe-s-erkip","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-medard","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-rabaey","pxe-s-tse","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r33","rationale":"All five revisions use acoustic timing/propagation assumptions and preserve a common localization estimator. Position error and missing fixes accompany communication metrics; coding does not claim to remove sound-speed or clock bias. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s12","a-s13","a-s19","a-s20","a-s28","a-s29","a-s31","a-s32","a-s34","a-s41","a-s42","b-s01","b-s02","b-s34","b-s35","b-s36","b-s38","c-s06","c-s12","c-s13","c-s15","c-s16","c-s17","c-s18","c-s31","c-s32","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r33","rationale":"Independently reviewed all 14 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 28 cited baseline evidence snapshots. 5 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["c-s12","pxc-s-amir-bio"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r33","rationale":"No additions are present. The recorded search notes explicitly limit coverage and do not infer patent absence. Search completeness was not independently replicated within the 60-URL cap. Fresh institutional page confirms the signal-processing researcher. The rejected handgun and employer-name matches were not independently re-opened; their exclusion remains appropriately cautious.","record_bindings":[],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"limited"}]},{"researcher_id":"r34","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s21","b-s10","b-s29","b-s39","c-s05","c-s07","c-s14","c-s15","c-s16","pxe-s-calderbank","pxe-s-erkip","pxe-s-gal","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-medard","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-tse","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r34","rationale":"The three code/protocol revisions independently vary channel corruption and semantically poisoned updates while fixing the aggregation defense. Message recovery and learning loss are separate outcomes; no coding defense against valid poisoned updates is claimed. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s19","a-s20","b-s08","b-s09","b-s24","b-s34","b-s35","b-s36","b-s38","c-s04","c-s06","c-s12","c-s13","c-s15","c-s16","c-s23","c-s24","c-s27","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r34","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 20 cited baseline evidence snapshots. 3 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxc-s-US7636406B2","pxc-s-leshem-cv","pxc-s-US7609789B2","pxc-s-US20110142181A1","pxc-s-WO2018198118A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r34","rationale":"Reviewed every one of 4 addition rows and all of their cited sources. Leshem's university CV p21 items 1, 2 and 4 matches the first three identifiers; p1 documents Metalink. The separate 2018 WO document names Leshem and Bergel at Bar-Ilan; it is not treated as a repair of CV item 3. Bounded addition coverage only; no worldwide completeness, legal validity or current ownership conclusion.","record_bindings":[{"claim_ids":["pxc-c-r34-US7636406B2"],"identifier":"US7636406B2","record_sha256":"cab1708a37d2bccae1689370fa85f140998bf3d6dfa7302747a6bdd22085b385","researcher_id":"r34"},{"claim_ids":["pxc-c-r34-US7609789B2"],"identifier":"US7609789B2","record_sha256":"dd342fb0bd7e362766214c50eaf367d2f702fcd6fb78f761e7f23578b830d07d","researcher_id":"r34"},{"claim_ids":["pxc-c-r34-US20110142181A1"],"identifier":"US20110142181A1","record_sha256":"989a1eea1ee889b5137bce6a8ef64fdf4514448230e8d9df82bcf027486c305b","researcher_id":"r34"},{"claim_ids":["pxc-c-r34-WO2018198118A1"],"identifier":"WO2018198118A1","record_sha256":"45b1c8ae6124cbf943f2131583e2d8877b21c5f129e077b169c8090e68b0bc54","researcher_id":"r34"}],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"supports"}]},{"researcher_id":"r35","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s27","a-s40","b-s03","c-s14","c-s17","c-s18","c-s19","c-s38","c-s41","pxe-s-atature","pxe-s-brakerski","pxe-s-calderbank","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-loncar","pxe-s-mitchell","pxe-s-vuckovic","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r35","rationale":"The two new interface tests map device loss, phase drift and conversion noise into the same clock-readout likelihood. They score 4 and reject unjustified device-to-observable transfers; earlier Hamiltonian/error-accounting qualifications remain intact. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s25","a-s26","a-s34","a-s37","a-s38","a-s41","a-s42","b-s01","b-s02","b-s38","c-s12","c-s13","c-s17","c-s18","c-s34","c-s35","c-s36","c-s37","c-s39","c-s40"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r35","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 20 cited baseline evidence snapshots. 5 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxc-s-US20250373340A1","pxc-s-US20250365149A1","pxc-s-US20240296361A1","pxc-s-US20240288595A1","pxc-s-US20240232672A1","pxc-s-US20240195834A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r35","rationale":"Reviewed every one of 6 addition rows and all of their cited sources. Exact Eliahu Cohen inventor name, Bar-Ilan original applicant, quantum subject and recurring Elitzur/Idan/Shwartz research context support attribution inferentially against the supplied baseline identity. The underlying baseline biography could not be re-opened, so this is not a fresh independent biography confirmation. Bounded addition coverage only; no worldwide completeness, legal validity or current ownership conclusion.","record_bindings":[{"claim_ids":["pxc-c-r35-US20250373340A1"],"identifier":"US20250373340A1","record_sha256":"e925d18e06f15bc9dd03f452a7f1675a5a4cc42ffcf2ed67ab969f5f7549234e","researcher_id":"r35"},{"claim_ids":["pxc-c-r35-US20250365149A1"],"identifier":"US20250365149A1","record_sha256":"db22c6669f32de0078e40d5d3f34a7871c56febef12efa2baf8de369d9dd73d3","researcher_id":"r35"},{"claim_ids":["pxc-c-r35-US20240296361A1"],"identifier":"US20240296361A1","record_sha256":"e41fd42158f3dc0d4663d588a5017c520d0be9f6ac7fc40ef461e61fcb09cd20","researcher_id":"r35"},{"claim_ids":["pxc-c-r35-US20240288595A1"],"identifier":"US20240288595A1","record_sha256":"ee5b2987f6fe10ed3f09de47f7aa2664b9bc3432f1a2e0c84b4c434c4cca74d6","researcher_id":"r35"},{"claim_ids":["pxc-c-r35-US20240232672A1"],"identifier":"US20240232672A1","record_sha256":"6a636f9a6aabd0063b34780c2f18adeaefd432aff09ca04ff143f9bc3a3fba33","researcher_id":"r35"},{"claim_ids":["pxc-c-r35-US20240195834A1"],"identifier":"US20240195834A1","record_sha256":"373c397a1d9acebd0af51f8821f768c8341796c1e0b3b5a41da1688743951726","researcher_id":"r35"}],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"limited"}]},{"researcher_id":"r36","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s30","a-s40","a-s44","b-s29","c-s14","c-s20","c-s21","c-s22","pxe-s-berkeley-directory","pxe-s-boas","pxe-s-boyden","pxe-s-gal","pxe-s-he","pxe-s-lipson","pxe-s-ozcan","pxe-s-quake","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r36","rationale":"The four revised branches explicitly supply synthetic cells, detector waveforms, capture-bias models or a joint optical/electrical forward model. They no longer obtain samples or electrophysiology from archived optical pixels. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s08","a-s12","a-s13","a-s25","a-s26","a-s28","a-s29","a-s34","a-s37","a-s38","a-s41","a-s42","a-s45","a-s46","a-s47","b-s01","b-s02","b-s04","b-s05","b-s11","b-s12","b-s18","b-s19","c-s20","c-s21","c-s39","c-s40","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r36","rationale":"Independently reviewed all 13 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 28 cited baseline evidence snapshots. 3 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxc-s-cv-001","pxc-s-US6166833A","pxc-s-cv-002","pxc-s-cv-003","pxc-s-cv-004","pxc-s-cv-005","pxc-s-cv-006","pxc-s-cv-007","pxc-s-cv-008","pxc-s-cv-009","pxc-s-cv-010","pxc-s-cv-011","pxc-s-cv-012","pxc-s-cv-013","pxc-s-cv-014","pxc-s-cv-015","pxc-s-cv-016","pxc-s-cv-017","pxc-s-cv-018","pxc-s-cv-019","pxc-s-cv-020","pxc-s-cv-021","pxc-s-cv-022","pxc-s-cv-023","pxc-s-cv-024","pxc-s-cv-025","pxc-s-US12313916B2","pxc-s-cv-026","pxc-s-cv-027","pxc-s-US10608002B2","pxc-s-cv-028","pxc-s-cv-029","pxc-s-cv-030","pxc-s-cv-031","pxc-s-cv-032","pxc-s-cv-033","pxc-s-cv-034","pxc-s-cv-035","pxc-s-cv-036","pxc-s-cv-037","pxc-s-cv-038","pxc-s-cv-039","pxc-s-cv-040","pxc-s-cv-041","pxc-s-cv-042","pxc-s-cv-043","pxc-s-cv-044","pxc-s-cv-045","pxc-s-cv-046","pxc-s-cv-047","pxc-s-cv-048","pxc-s-cv-049","pxc-s-cv-050","pxc-s-cv-051","pxc-s-cv-052","pxc-s-cv-053","pxc-s-cv-054","pxc-s-cv-055","pxc-s-cv-056","pxc-s-cv-057","pxc-s-cv-058","pxc-s-cv-059","pxc-s-cv-060","pxc-s-US12547018B2","pxc-s-cv-061","pxc-s-cv-062","pxc-s-cv-063","pxc-s-cv-064","pxc-s-cv-065","pxc-s-cv-066","pxc-s-cv-067","pxc-s-cv-068","pxc-s-cv-069","pxc-s-cv-070","pxc-s-cv-071","pxc-s-cv-072","pxc-s-cv-073","pxc-s-cv-074","pxc-s-cv-075","pxc-s-cv-076","pxc-s-US11838104B2","pxc-s-US12171692B2","pxc-s-US12519918B2","pxc-s-US12536611B2","c-s21","pxa-s-US9636041B2","pxa-s-US10595755B2","pxa-s-US10724846B2","pxa-s-US10856739B2","pxa-s-US11406294B2","pxa-s-US10398314B2","a-s43","pxa-s-US11737677B2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r36","rationale":"Reviewed all 83 current r36 rows and every cited source. All 72 initially CV-only entries matched individually; five representatives from CV items 45, 59, 61, 63 and 74 are now separately publication-inspected, leaving 67 author-reported rows. Eight new publication claims and current hash bindings cover those five upgrades plus three added publications. All 76 historical CV claims remain supported against unchanged source observations. The CV identity and established optical-sensing/Ozana/Garcia team bridge the new publications. US10398314B2 explicitly continues US9636041B2 despite different Google family IDs; separate rows do not establish separate inventions. Google family 43825152 overlaps CV items 25, 28, 34, 35, 37 and 39. No worldwide completeness or current ownership conclusion.","record_bindings":[{"claim_ids":["pxc-c-r36-cv-001"],"identifier":"US6166833A","record_sha256":"a1873862a304457312b558553de4be864cbd44ff590bada6f29b1def0cf7298b","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-002"],"identifier":"US5909312","record_sha256":"bc74f730cad6c23b0d97dfaed5acc4a21f7f2b637474f24205379464b9e2a42c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-003"],"identifier":"US6344893","record_sha256":"601a8a5a4c98389cf28975ca2197ecacc5dced51ee53a9a4923d0bdb523d8155","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-004"],"identifier":"US6343307","record_sha256":"536522c75981c6be35a05e1f60fb4bcc575b23c795fb3124acdfbc754fae9dde","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-005"],"identifier":"US6807329","record_sha256":"4f971c9b8467c94811dcecbd8c286e87e63fcce4085a0be723731c37fb378807","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-006"],"identifier":"US7003177","record_sha256":"b8eaef5336637e0a3bb16c8c6d0fd0471858a87db53edbbfab5079c45ede0dfe","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-007"],"identifier":"US7012749","record_sha256":"a87a2bbfe5b61f4649009d259663e25e269606edc104f1af836d673423cef27f","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-008"],"identifier":"US7061693","record_sha256":"90b279a7157a5e80ed998c45818b06e9a54e799e2b8845d220c85dd215269d1a","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-009"],"identifier":"US7194139","record_sha256":"6b2ba59847f89db494041648eacf668ae774b10c19ec3dcbac3ce0c496e7bc84","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-010"],"identifier":"US7158317","record_sha256":"a33550e9e511eab4a9d422ae82ab7d60aba4577787b3674d8ed065ed91121357","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-011"],"identifier":"US7128420","record_sha256":"def5aa6af144d28beb7d3eb3cdead5908388b8b8fe22f62b0185cfc9f54b01c0","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-012"],"identifier":"US7433024","record_sha256":"72358f38162377dc85f83d25ee704fed66fc20b240a45eae2b2dad673fe352bf","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-013"],"identifier":"US7646549","record_sha256":"5a8c0abeecc84f7440b2c67100940eb6b3ce46e29193d4591cb4a691d6368a26","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-014"],"identifier":"US7746559","record_sha256":"16677f5e6a4895ec74ca9963f041b9bc04e665a82228c1a0eb6b36a8c22dc9d3","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-015"],"identifier":"US7777932","record_sha256":"99cd11fbff27e3969883e51752e84094e006c3bf3b7b5d89f2654ef631215cab","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-016"],"identifier":"US7777929","record_sha256":"298bb870ddc9a445bf542094e378b5e5311390c91303681af94469772a1a05e3","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-017"],"identifier":"US7800683","record_sha256":"382249870e55eabddeae22b2f38e5f2ab4001c5fda9c4a640353e5da1c2ae8c0","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-018"],"identifier":"US7812295","record_sha256":"173daabfed2264161f4b498a6369b12481b4ce48558f130eeb53e1d66deb6eda","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-019"],"identifier":"US7936522","record_sha256":"3ba44967ad28fce85797fada171e129427670e6f1340e668b2c7259c4aa21751","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-020"],"identifier":"US8009358","record_sha256":"46ad2c26ab86f85821ad69365f11c8c4ef09d50407070c8c233136183989860c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-021"],"identifier":"US8050461","record_sha256":"ad4e7040cc67f0c2fb5d82ddf8355e536130d725d8b76395081008cb9eaed01e","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-022"],"identifier":"US8169695","record_sha256":"f57b5c9cba4153fb6ebd7333fadf0b93c54cc9497741f828499531a178fae295","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-023"],"identifier":"US8098949","record_sha256":"ada3fd83f87db127b559baf3fd0a16db2922b76012336a9fd8937af78c810092","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-024"],"identifier":"US8155484","record_sha256":"8ac37bf8fbd811cb3dadaa60276a77e5887f33db3ea75a444269fca0a0827911","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-025"],"identifier":"US12313916B2","record_sha256":"01ed018c8287a262735a8d81fc2615b529daa0e468f04bf15610260404622ef3","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-026"],"identifier":"US8390821","record_sha256":"785f8e734ddfb16fe07b91e7464018464b482083dd3ced7c780044dcd9c58b3b","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-027"],"identifier":"US10608002B2","record_sha256":"0fb608f872b4f0434572e54f53857399c9b48c9fb2a07fce0dad2f298b26271b","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-028"],"identifier":"US8531783","record_sha256":"b9934b07cd586eb034b363c55e14af0df0abea582721aeb5213cc5adcecead5c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-029"],"identifier":"US8570655","record_sha256":"8709c61b5970c671536d851c472996fc1e68da3890ed630d1ca0af62a4480b41","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-030"],"identifier":"US8638991","record_sha256":"68c21da5a1f9fcebd8b14c6c8595abf54a69a147ff1993272a7bfee3aa364e78","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-031"],"identifier":"US8792159","record_sha256":"f0d9e89969dc562d8dde3660ac521e8e028ccec406009f6f93b4d435b01d2c0a","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-032"],"identifier":"US8860948","record_sha256":"a28aef9b97147495638a89e091b3fd0bf912bd072e82b5d00f9f7cdfbb0db10c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-033"],"identifier":"US8908016","record_sha256":"7890e2579df012c706fb7cb53133bd9907f06da0d7c582e41bfa9e8c19925449","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-034"],"identifier":"US8913331","record_sha256":"3e19a7e8105cef44e353c1bc3bb8b23a79c37b649936ff1a27c9f75cb5af88dc","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-035"],"identifier":"US8955968","record_sha256":"fe771397983e5c3e1fe7c5bbbd3450929ed190ae1449125b84aa578c98ffcd86","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-036"],"identifier":"US9063283","record_sha256":"51268975ec727e18356231b36b38187550b6a24701c325efa4f41cf7b0f25179","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-037"],"identifier":"US9134543","record_sha256":"c4bdbc7ab33149757bf348073d92d59278da6c64e43bca7902c0f68c4a12bdc6","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-038"],"identifier":"US9199081","record_sha256":"ad3b35564d48fcb2cae0a195d078242123da22d0555f4edf5e4c26fce883f371","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-039"],"identifier":"US9239471","record_sha256":"108e0d88370df24f6f4283f8ced31c46e4591a437999ae31aeb720ae68343add","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-040"],"identifier":"US9288045","record_sha256":"b009d9f8fcf6f8335fc11bc3a0d22793d18781b8b9dd8f95143b8c0109b28e7c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-041"],"identifier":"US9344700","record_sha256":"625faf732df60c9603ea9be68a59c557420c808c6d56083daa02d312ee42aaf7","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-042"],"identifier":"JP5989666","record_sha256":"ebf0966b6668a53de6480c71c9e72b5e4fe436a1ec6043f993c0a07a56b9571a","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-043"],"identifier":"US9477043","record_sha256":"09e220f0f5dcaa6fe0221f9878027b26f21173b4e5656bfae228eb8b66c6a0c5","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-044"],"identifier":"US9513225","record_sha256":"3828ce4e66bc3dd2e2e37c49502d1ee666d3bb902ae2a2bb526900f4a213b94a","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-pub-US9636041B2"],"identifier":"US9636041B2","record_sha256":"5ac530d3eac22e11837292fba7a143f08edb101ec3b0d592aa32d4e9904e4a97","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-046"],"identifier":"US9661986","record_sha256":"4b39ac39210bf94d6a3a1a685d1d9da8e84f5b5725fc77f6f891f91f3271c2bf","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-047"],"identifier":"US9668672","record_sha256":"7f5c304aba804f46a1d5e0b2f1397d7defdb72379933b89d40d868b8382e6c76","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-048"],"identifier":"US9916433","record_sha256":"b9268328cda953b2278bb2ff3124d15b86e90735b4ccfffbf2b519703277c672","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-049"],"identifier":"US9954620","record_sha256":"8d38244241a594eafd2b16940c61473b57800abe3c90fe686721de0ea0a4b10a","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-050"],"identifier":"US9958601","record_sha256":"e02560c24e71219da0e1f27bf3e271005840006f535357634e2d3941e05ba488","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-051"],"identifier":"US10033996","record_sha256":"19c9786c2fef3de8fb0cfb0fe112eb170442416eefcd08001fded56b4d1caa00","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-052"],"identifier":"IL224958","record_sha256":"09d966fc970637ec9bd64137be29ef02c394790d276e3a092d6a04a829cf4e6b","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-053"],"identifier":"US10186825","record_sha256":"16748431d4e273cfb4059078dea4716d3b34ffc30f088f164c49b70fe7de26d1","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-054"],"identifier":"US10398294","record_sha256":"40f38581002f335629e32eaee4ef3778d84923e642fb49a3b15d9501b5870b8c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-055"],"identifier":"US10394051","record_sha256":"de42681959b6d7d1d074abd27452d0dd39024bbef918898511d7bc6b0b16627c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-056"],"identifier":"US10420842","record_sha256":"b470d50f3b0d7798e9d3f8cdb5d5122cf5e3acbde700e68b088a435956d3f809","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-057"],"identifier":"US10429580","record_sha256":"1b88c440be3e68f51617d65881d90f9ff4f9cb8941aa2380c7d8a0445692d03f","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-058"],"identifier":"US10585272","record_sha256":"c0deff48fb7e4eb3366d3b490843dee6e4b644e7d501552a62434a6214ab4ada","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-pub-US10595755B2"],"identifier":"US10595755B2","record_sha256":"3c2ad95f77dd85e9cb4e5b3055a8f89056418063f933a39b40dc22db0c6d089c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-060"],"identifier":"US12547018B2","record_sha256":"3d4f54cb83eca993b6c1cd28d6ac696a9ead26e1f1109faac93aa1c099bdd39c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-pub-US10724846B2"],"identifier":"US10724846B2","record_sha256":"8f043b755c290e6162b7529e82674db9f403cc7632890baa5fd10500d4d8e8c4","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-062"],"identifier":"US10750956","record_sha256":"6d265e0e71a5f2c73b5b91241174c716b7d6b06cf287169e9d7b07ae606ed87a","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-pub-US10856739B2"],"identifier":"US10856739B2","record_sha256":"fc6db28bc493870719be2217d3b2246ed6ff07fed952f2056a12f18f35184815","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-064"],"identifier":"US10861171","record_sha256":"924a3f2b8df0209fbf6f6c689229cbab698ba11dd40a95301a65340a9d74e23c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-065"],"identifier":"US10883818","record_sha256":"1b959909d6eb169848b2db3068c155a9c951ecfae41298cd61a5b817095a41a5","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-066"],"identifier":"US10914633","record_sha256":"ffcb021f924911cbf9554b84ea8ecf548ed897676ceb28e0dde42c64695b24e3","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-067"],"identifier":"US10931881","record_sha256":"62d2b8fa547178ca36f7254167a571403bb27ec7767bcaf99f2301e22aaec58f","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-068"],"identifier":"US10989517","record_sha256":"54bde3833d2ba70035661a6fe71516a3fdb282f41d0f4e2edb8f5956d650cbd6","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-069"],"identifier":"US11061185","record_sha256":"b2d35a5fc5fe24448af794d914f501f20799193603f1d54a1f79e4271e8413ec","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-070"],"identifier":"US11085753","record_sha256":"a32669f983289960ba52f1d900340765b2463e69e97bece450a33cce660a6b74","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-071"],"identifier":"US11169176","record_sha256":"035b91ccbd05725576abff8a99701b81b1f99526ddc0edcc1cf1c8964150c2e4","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-072"],"identifier":"US11202040","record_sha256":"bc49cee54bd0b9f1026066dddebe0c5437d2814c450998c52530471a1fa0a8c7","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-073"],"identifier":"US11284786","record_sha256":"8423e7f63351d2e8a4575be4e161d6c55700c68ade41251c2a559e74a9eca5a3","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-pub-US11406294B2"],"identifier":"US11406294B2","record_sha256":"ff7d4788cb9f43b47788e6dac1b8efb476acd660d61f38e4d75a42058e671848","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-075"],"identifier":"US11506604","record_sha256":"f784d159408d8f899537ef78da41f29396cfb2bade583aae455b3a4c456ec0ce","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-cv-076"],"identifier":"EP3790450B1","record_sha256":"e54cced88781168ac4cf8d32aae2a068ffec6f9b29f0be1316b6b87743efaf00","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-US11838104B2"],"identifier":"US11838104B2","record_sha256":"af1c8b76d8e3c15e571ae352e5839d84ff5d38399ad86255ee3caff9a4ccae96","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-US12171692B2"],"identifier":"US12171692B2","record_sha256":"3d469d1242321feb3f81c281537fc8f3cb22b95a5bcd6bf6b3527872abeef6e0","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-US12519918B2"],"identifier":"US12519918B2","record_sha256":"3c8ae2e3982a0a4b41d281562b384c1fb387a6e7e521a0979dedcb0896b4517e","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-US12536611B2"],"identifier":"US12536611B2","record_sha256":"00a58eda335784b3103f19507354645e154ada43b8a0e287c29565dc1aa9f9d5","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-pub-US10398314B2"],"identifier":"US10398314B2","record_sha256":"b75f1f9f22d1b0b5072f7a639300852b0601fa46641183327ce8cf150846c9dc","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-pub-US20210063563A1"],"identifier":"US20210063563A1","record_sha256":"dbd5ce58dbebf564f5e0fd6f37e1ce8054e4d1e3b5e28cd8075b4182abc19c6c","researcher_id":"r36"},{"claim_ids":["pxc-c-r36-pub-US11737677B2"],"identifier":"US11737677B2","record_sha256":"dcd1c4b1d7820b6b52128cff2cdc4b9b2795702cd0ffa0da0494545086ef2e79","researcher_id":"r36"}],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"supports"}]},{"researcher_id":"r37","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["b-s17","b-s32","b-s37","c-s03","c-s05","c-s14","c-s23","c-s24","c-s26","pxe-s-aalst","pxe-s-athey","pxe-s-bertsimas","pxe-s-carley","pxe-s-jackson","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-powell","pxe-s-roth","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r37","rationale":"The causal allocation intervention and temporal resource-use graph now define assignment, cost outcomes and planted coordination failures. Policy performance and estimator/detector validation are kept distinct. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s16","a-s17","a-s22","a-s23","b-s15","b-s16","b-s24","b-s26","b-s27","b-s30","b-s31","b-s34","b-s35","b-s36","b-s44","b-s45","b-s46","c-s01","c-s02","c-s04","c-s15","c-s16","c-s23","c-s24","c-s27"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r37","rationale":"Independently reviewed all 12 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 25 cited baseline evidence snapshots. 4 original co-membership proposals and 2 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":[],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r37","rationale":"No additions are present. The recorded search notes explicitly limit coverage and do not infer patent absence. Search completeness was not independently replicated within the 60-URL cap. No underlying bio source was re-opened for this empty profile; checked_source_ids is intentionally empty, not invented coverage.","record_bindings":[],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"limited"}]},{"researcher_id":"r38","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["c-s27","c-s30","pxe-s-boneh","pxe-s-brakerski","pxe-s-devadas","pxe-s-dodis","pxe-s-goldwasser","pxe-s-kalai","pxe-s-lysyanskaya","pxe-s-micali","pxe-s-rivest","pxe-s-vaikuntanathan"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r38","rationale":"Goldwasser's first step now fixes a toy audit statement, verifier view and permitted leakage, with proof obligations before selecting a primitive. New proofs and optimization are deferred; feasibility and original rank are reduced with an explicit explanation. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s22","a-s23","b-s08","b-s09","b-s15","b-s16","b-s24","b-s26","b-s27","b-s30","b-s31","b-s44","b-s45","b-s46","c-s01","c-s02","c-s04","c-s15","c-s16","c-s23","c-s24","c-s27","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r38","rationale":"Independently reviewed all 12 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 24 cited baseline evidence snapshots. 4 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["c-s28","c-s29","pxc-s-mor-index"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r38","rationale":"No additions are present. The recorded search notes explicitly limit coverage and do not infer patent absence. Search completeness was not independently replicated within the 60-URL cap. Independently inspected the first-party patent list and US9634838B2: Mor Weiss/Boris Rozenberg, IBM, 2017-04-25. The original remains present in the baseline and is intentionally absent from additions; no extra family verified.","record_bindings":[],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"supports"}]},{"researcher_id":"r39","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["b-s14","b-s23","b-s25","b-s29","c-s14","c-s31","c-s32","c-s33","pxe-s-berkeley-directory","pxe-s-bronstein","pxe-s-chen","pxe-s-gal","pxe-s-montanari","pxe-s-pachter","pxe-s-satija","pxe-s-teichmann","pxe-s-uhler","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r39","rationale":"The three biology branches require cell-level modalities, spatial coordinates or raw reads and provide labelled synthetic alternatives. They retain the announced-lab limitation and do not infer operational or experimental capacity. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s01","a-s05","a-s06","a-s22","a-s23","a-s28","a-s29","b-s11","b-s12","b-s21","b-s24","b-s26","b-s27","b-s40","b-s41","b-s44","b-s45","b-s46","c-s08","c-s09","c-s12","c-s13","c-s31","c-s32","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r39","rationale":"Independently reviewed all 13 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 26 cited baseline evidence snapshots. 6 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxc-s-US12499303B2","pxc-s-US20260064938A1","pxc-s-yoli-nvidia","pxc-s-yoli-biu","pxc-s-US20260050507A1","pxc-s-US20260050506A1","pxc-s-US20250335761A1","pxc-s-US20250335762A1","pxc-s-US20250335549A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r39","rationale":"Reviewed every one of 5 addition rows and all of their cited sources. ASE 2024 names Yoli Shavit at NVIDIA with SemantiLog; the Bar-Ilan announcement names her new deep-learning lab. Patent log-analysis subject and Shteingart/Zahavi/Mataev team support the cross-affiliation mapping. Bounded addition coverage only; no worldwide completeness, legal validity or current ownership conclusion.","record_bindings":[{"claim_ids":["pxc-c-r39-US12499303B2"],"identifier":"US12499303B2","record_sha256":"ab34956a11cede44ba0b17b950108bc0a3c5e5cacc6b630dc390ca80dad768ec","researcher_id":"r39"},{"claim_ids":["pxc-c-r39-US20260050507A1"],"identifier":"US20260050507A1","record_sha256":"868eecdd5a6192bc9c4b97018827f13d7bc09817750defbf7f1ee90759d1258e","researcher_id":"r39"},{"claim_ids":["pxc-c-r39-US20250335761A1"],"identifier":"US20250335761A1","record_sha256":"e0452ca4001a2d95975dac180df2c33c8ff821d561cc3f26660cc27039e3784f","researcher_id":"r39"},{"claim_ids":["pxc-c-r39-US20250335762A1"],"identifier":"US20250335762A1","record_sha256":"6847926adf7f350ef2f431ce27908cdbb07719ba1690d5fc5228bd08213c7238","researcher_id":"r39"},{"claim_ids":["pxc-c-r39-US20250335549A1"],"identifier":"US20250335549A1","record_sha256":"120b1803af56dc3ef3e4edfeead09552cd280e44741dcc2ba91661dcda6e102f","researcher_id":"r39"}],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"supports"}]},{"researcher_id":"r40","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s04","a-s21","b-s10","b-s39","c-s05","c-s07","c-s14","c-s34","c-s35","pxe-s-calderbank","pxe-s-erkip","pxe-s-goldsmith","pxe-s-haeupler","pxe-s-medard","pxe-s-mitzenmacher","pxe-s-montanari","pxe-s-rabaey","pxe-s-tse","pxe-s-wornell"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r40","rationale":"The revised codes/protocols protect explicit interference-power reports and feed one map estimator/allocator. Map RMSE and decision loss are measured separately from transport correctness and model bias. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s19","a-s20","b-s08","b-s09","b-s15","b-s16","b-s34","b-s35","b-s36","b-s38","c-s06","c-s12","c-s13","c-s15","c-s16","c-s17","c-s18","c-s27","c-s31","c-s32","c-s34","c-s35"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r40","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 3 original co-membership proposals and 1 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxc-s-US9344162B2","pxc-s-noam-index","pxc-s-US10389411B2","pxc-s-US20210027857A1"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r40","rationale":"Reviewed every one of 3 addition rows and all of their cited sources. Noam's own patent page lists both the MIMO and cell-type microarray inventions with Goldsmith and the corresponding co-inventors. The separate cloud-RAN document names Noam and Arad at Bar-Ilan. Bounded addition coverage only; no worldwide completeness, legal validity or current ownership conclusion. Targeted re-review confirms that US20210027857A1 and its source observation now include both original assignees. The prior omission is resolved and the exact corrected record is rebound; no remaining r40 metadata objection.","record_bindings":[{"claim_ids":["pxc-c-r40-US9344162B2"],"identifier":"US9344162B2","record_sha256":"7920a39d833a00892053388e37039e73e2c7c9b9a30a80e2a7b52dbc335ab832","researcher_id":"r40"},{"claim_ids":["pxc-c-r40-US10389411B2"],"identifier":"US10389411B2","record_sha256":"6ae0d00bea8866632d9939a9e1b1787f0bcf425e2396a1cf79f7dc9320c38307","researcher_id":"r40"},{"claim_ids":["pxc-c-r40-US20210027857A1"],"identifier":"US20210027857A1","record_sha256":"cee66328f994072345c8a22d07b250420c595e488497ed4bbcebfb7b9163587f","researcher_id":"r40"}],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"supports"}]},{"researcher_id":"r41","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s27","a-s33","b-s03","b-s20","b-s25","c-s36","c-s37","c-s38","pxe-s-atature","pxe-s-atwater","pxe-s-bronstein","pxe-s-ceder","pxe-s-galli","pxe-s-giustino","pxe-s-marzari","pxe-s-persson","pxe-s-rupp","pxe-s-vuckovic"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r41","rationale":"The defect-to-cavity/readout mappings now specify transition, dipole and linewidth or optical parameters and reject unavailable transitions. Shared emission/readout outcomes replace comparisons to unrelated electronic-structure controls. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s12","a-s13","a-s25","a-s26","a-s31","a-s32","a-s34","a-s37","a-s38","b-s01","b-s02","b-s04","b-s05","b-s18","b-s19","b-s24","c-s17","c-s18","c-s36","c-s37","c-s39","c-s40"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r41","rationale":"Independently reviewed all 11 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 5 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":[],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r41","rationale":"No additions are present. The recorded search notes explicitly limit coverage and do not infer patent absence. Search completeness was not independently replicated within the 60-URL cap. No underlying bio source was re-opened for this empty profile; checked_source_ids is intentionally empty, not invented coverage.","record_bindings":[],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"limited"}]},{"researcher_id":"r42","reviews":[{"author":"01a07da6-01a8-7471-b4fa-41c6a2ec138f","checked_source_ids":["a-s27","a-s36","a-s40","b-s03","b-s20","c-s19","c-s38","c-s39","c-s40","c-s41","pxe-s-atature","pxe-s-atwater","pxe-s-berkeley-directory","pxe-s-dudley","pxe-s-galli","pxe-s-giustino","pxe-s-lipson","pxe-s-loncar","pxe-s-mitchell","pxe-s-vuckovic"],"locator":"research/2026-09-07-profile-expansion/external-matches-review.md#r42","rationale":"Both revised distant branches specify spectral, linewidth, phase/noise and photon-budget compatibility with the lithium-niobate array. Score 4 and rejection conditions preserve their conditional status. Supports the bounded analyst-proposal interpretation after targeted re-review, not established collaboration, executable readiness or predicted benefit. All source-access and identity/role limits remain. Scores express conditional fit with low forecast confidence.","reviewer":"01a07da6-0661-7051-970f-99d97184c8e1","scope":"external","verdict":"supports"},{"author":"01a07da6-0661-7051-970f-99d97184c8e1","checked_source_ids":["a-s12","a-s13","a-s25","a-s26","a-s31","a-s32","a-s34","a-s37","a-s38","b-s01","b-s02","b-s18","b-s19","c-s17","c-s18","c-s20","c-s21","c-s36","c-s37","c-s39","c-s40","c-s42"],"locator":"research/2026-09-07-profile-expansion/internal-review.md#r42","rationale":"Independently reviewed all 10 directed proposals via unique pair rationales, first tests, rubric components, specific scientific limitations and qualifications; validated both reciprocal perspectives. Actually read all 22 cited baseline evidence snapshots. 5 original co-membership proposals and 0 provisional-endpoint rows remain correctly qualified. The six requested feasibility reductions and all 92 restored limitation passages are verified; no required internal finding remains open. I03 remains an ordinal-score advisory without a compelled downgrade. Sources support bounded capability-transfer hypotheses, with low forecast confidence and no commitment, availability or outcome claim. All 470 actual draft002 rows were compared with the corrected raw data: displayed references remain fully covered, restored scientific conditions and score changes are preserved, and canonical identity conditions agree.","reviewer":"01a07da6-ba36-7da0-8382-416618181d50","scope":"internal","verdict":"limited"},{"author":"01a07da5-fce6-7843-8d56-0871a3bb8009","checked_source_ids":["pxc-s-WO2015151110A2"],"locator":"/Users/yonatangeffen/dev/atlas/research/2026-09-07-profile-expansion/patent-review-c.md#r42","rationale":"Reviewed every one of 1 addition rows and all of their cited sources. Rare exact Boris Desiatov inventor name and semiconductor-waveguide work with Levy/Shappir/Goykhman agree with the supplied baseline Hebrew University-era identity context. The underlying biography remained inaccessible, limiting independent identity-bridge confirmation. Bounded addition coverage only; no worldwide completeness, legal validity or current ownership conclusion.","record_bindings":[{"claim_ids":["pxc-c-r42-WO2015151110A2"],"identifier":"WO2015151110A2","record_sha256":"7662af958d668f6b18369e40603d1b2a8b5a88598fdac08f278023d586f62967","researcher_id":"r42"}],"reviewer":"01a07da5-fb2b-7b71-92ff-f5f150b0bfb7","scope":"patents","verdict":"limited"}]}],"schema_version":"1"}},"funders":{"cost":{"claim_id":"f-c08","eligibility":"Check national participation rules, Action scope and activity reimbursement requirements.","fit":"Create relationships and common methods before a large consortium bid.","id":"cost","name":"COST research networks","next_step":"Find an existing Action with a specific missing capability the proposed team can contribute.","scale":"Networking support, not the primary budget for experiments or equipment.","scope":"Partner formation and exchange","source_ids":["f-s09"],"timing":"Existing Actions can be explored; no specific Action or open-call eligibility qualified."},"erc-synergy":{"claim_id":"f-c02","eligibility":"Scientific excellence, institutional support, PI commitment and current country/call rules. One PI may be hosted outside the EU/associated countries under scheme rules.","fit":"A stretch route once two to four PIs can explain why the research cannot be done by one lab.","id":"erc-synergy","name":"ERC Synergy","next_step":"Hold a scientific-dependency workshop before committing proposal resources.","scale":"Published maximum €10m over six years for the whole team, not a forecast or Bar-Ilan share.","scope":"Ambitious basic research requiring complementary PIs","source_ids":["f-s02","f-s16"],"timing":"Annual scheme; exact call, submission rules and future availability require verification."},"gif":{"claim_id":"f-c03","eligibility":"German and Israeli collaboration, fit to the published topic and current institutional rules. Solo-track career limits cannot be inferred from faculty titles.","fit":"AI methods connected to engineering, biology and the social consequences of deployment.","id":"gif","name":"GIF: AI in Science and Society","next_step":"Confirm the 2026 schedule and identify a German collaborator with a necessary complementary method.","scale":"2026 collaborative-track ceiling €300,000 / three years, whole project.","scope":"German–Israeli collaboration","source_ids":["f-s03"],"timing":"Page lists 15 October 2026 pre-proposal deadline; later-stage year inconsistency requires direct confirmation. Do not rely on the schedule without checking."},"hfsp":{"claim_id":"f-c04","eligibility":"Israel is a member country; international team composition and novelty rules apply. Applied diagnostics, therapy development and methods without a basic biological question are excluded.","fit":"Engineering, physics or AI used to answer a fundamental biological mechanism question.","id":"hfsp","name":"Human Frontier Science Program","next_step":"Write the biological question first; remove product-development objectives from this funding case.","scale":"Team/call-specific; no award amount estimated here.","scope":"International basic biology","source_ids":["f-s04","f-s05"],"timing":"Route identified; check the next official cycle."},"iia-applied":{"claim_id":"f-c07","eligibility":"Academic applicant/TTO, eligible applied research stage, commercialization route and programme terms must be checked.","fit":"Bench-validated sensing, computing or diagnostic technology with a specific industrial adoption problem.","id":"iia-applied","name":"Applied Research in Academia","next_step":"With BIRAD, separate scientific validation from a company’s product plan and identify IP dependencies.","scale":"Track-specific and subject to technology-transfer terms; no revenue estimate.","scope":"Academic technology toward Israeli industry adoption","source_ids":["f-s08","f-s10"],"timing":"Programme route inspected; exact submission window and conditions require confirmation."},"industry":{"claim_id":"f-c09","eligibility":"Institutional agreements, background IP, conflicts and publication rights require university review.","fit":"A company or public-service operator helps define and validate a real problem; research autonomy and publication terms remain explicit.","id":"industry","name":"Industry-sponsored research through BIRAD","next_step":"Prepare a non-confidential validation brief and ask BIRAD to assess the partnership route.","scale":"Negotiated after scope, IP and resources are reviewed. No sponsor commitment exists.","scope":"Negotiated partnership, not a public grant call","source_ids":["f-s10"],"timing":"Proposed development route; no interested sponsor established."},"isf-dfg":{"claim_id":"f-c06","eligibility":"Both foundations’ rules apply. Existing grants, institution and investigator eligibility require Research Authority review. The inspected route excludes commercial companies as research/cooperation partners, requires Israeli pre-registration, and supports at most 36 months.","fit":"A focused scientific question with complementary Israeli and German investigators.","id":"isf-dfg","name":"ISF–DFG joint basic research","next_step":"Check each PI against both rule sets before developing a full joint submission.","scale":"Budgets depend on the applicable national schemes.","scope":"Israeli–German basic science and humanities","source_ids":["f-s07"],"timing":"Programme route inspected; current deadline and personal grant eligibility not verified."},"msca":{"claim_id":"f-c05","eligibility":"At least three independent entities across three eligible countries including one EU member; doctoral recruitment, mobility and host rules require checks.","fit":"Build a common training programme around measurement, computation and real-world validation.","id":"msca","name":"MSCA Doctoral Networks","next_step":"Develop a supervision/secondment plan with partner institutions and the university EU desk.","scale":"Recruitment and training support under unit-cost rules; not an unrestricted PI award.","scope":"International doctoral training","source_ids":["f-s06","f-s12"],"timing":"Current scheme; no 2028–2031 continuity assumed."},"nsf-bsf":{"claim_id":"f-c01","eligibility":"US partner, participating NSF programme, both submission processes and current award restrictions must be checked.","fit":"Form a genuinely complementary US–Bar-Ilan team around a supported NSF programme.","id":"nsf-bsf","name":"NSF–BSF joint research","next_step":"Ask the Research Authority to map a two-page concept to the exact NSF–BSF programme.","scale":"Programme-specific; verify the Israeli and US budgets separately.","scope":"US–Israeli scientific collaboration","source_ids":["f-s01"],"timing":"Route identified; no particular open call or deadline qualified."}},"opportunities":[{"external_role":"Recruit an independent scholarly-information or reproducibility group to label evidence errors. The cryptography and NLP candidates on the member pages are possible method partners; none has agreed.","first_test":"Before starting: confirm the scoping team, an accountable scientific owner, access to the required data/materials and a costed protocol. Use an approved open corpus from two fields. Freeze a set of review questions, have subject experts label evidence, and compare ordinary synthesis against source-aligned synthesis with abstention. Keep private personnel data out of the pilot.","funding_gap":"A German partner is required for GIF/DFG–ISF and a US partner for NSF–BSF. None is qualified for this question yet. Industry support would need a costed, independent evaluation agreement.","funding_ids":["gif","nsf-bsf","isf-dfg","industry"],"id":"o01","limitations":"A cryptographic proof can establish a specified computation, not the truth of a scientific claim. Novelty and practical proof overhead are unverified. This is a proposed experiment, not a deployed institutional decision system. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r28","r22","r23"],"question":"Can a research assistant preserve uncertainty and citation support when combining findings across disciplines?","readiness":"discussion","researcher_value":"A shared benchmark creates separate publishable questions in NLP, robustness, cryptography and organizational behavior, with contribution-based authorship agreed in advance.","roles":[{"researcher_id":"r28","role":"Align each generated proposition to its exact supporting passages and expose conflicting sources."},{"researcher_id":"r22","role":"Design adversarial and out-of-distribution tests for misleading synthesis."},{"researcher_id":"r23","role":"Calibrate uncertainty and abstention in multimodal evidence."},{"researcher_id":"r38","role":"Conditional later role: only after a protected-input threat model exists, specify a computation or access-policy statement that can be proven without revealing inputs."},{"researcher_id":"r07","role":"Conditional later role: design a separately approved researcher-use study of noticing and correcting unsupported recommendations."}],"source_ids":["a-s22","b-s24","b-s26","b-s27","b-s44","b-s45","b-s46","c-s27","f-s19"],"stage":"pilot","stop_rule":"Stop or narrow scope if evidence tracking only adds presentation without reducing substantive errors, or if reviewers cannot audit the proposed proofs.","success_measure":"Measure unsupported-claim rate, missed counterevidence, expert correction time and calibrated abstention on a held-out set. Define acceptable tradeoffs before seeing results.","theme":"Trustworthy knowledge","title":"Research AI whose evidence can be challenged","university_value":"An openly documented evaluation method could make Bar-Ilan a trusted contributor to research infrastructure and improve its own planning quality.","why_now":"The roster brings together source-aligned summarization, uncertainty estimation, robust learning, cryptographic proofs and human adoption research. NIST provides a risk-management frame; it does not certify an AI system."},{"external_role":"Onur Mutlu at ETH Zurich is a candidate for independent architecture benchmarking; the member page records the source. A separate genomics-data steward is needed for dataset and reuse permissions.","first_test":"Before starting: confirm the scoping team, an accountable scientific owner, access to the required data/materials and a costed protocol. Benchmark one public, properly licensed genomic workload on an available CPU/GPU baseline and one simulator or available accelerator. Freeze dataset versions and accuracy requirements before optimization.","funding_gap":"The ETH candidate does not satisfy the US or German bilateral partner requirement. Identify the appropriate US/German team or prospective Israeli industrial adopter before selecting a route.","funding_ids":["nsf-bsf","isf-dfg","iia-applied","industry"],"id":"o02","limitations":"Some chip researchers already coauthor work; the proposed distinction is a new shared evaluation question. No fabrication budget, existing hardware access or clinical suitability has been verified. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r32","r01","r21"],"question":"Can hardware-aware genomic analysis save measured energy while preserving biologically relevant conclusions?","readiness":"discussion","researcher_value":"Connect architecture methods to a demanding real workload while giving biology and ML partners substantive questions about fidelity and uncertainty.","roles":[{"researcher_id":"r32","role":"Select an existing genomic kernel and a feasible processing-in-memory implementation."},{"researcher_id":"r01","role":"Measure digital implementation and memory-access energy under a common workload."},{"researcher_id":"r27","role":"Alternative or later circuit lead: assess memory/circuit precision and energy tradeoffs if the chosen implementation needs this expertise; security is outside the initial test."},{"researcher_id":"r21","role":"Define cell-state or sequence-analysis fidelity against biological reference labels."},{"researcher_id":"r39","role":"Conditional later role: test uncertainty and generalization only after a specific cross-domain fidelity question is preregistered."}],"source_ids":["a-s01","b-s21","b-s40","c-s08","c-s11","c-s31","c-s32","f-s18"],"stage":"pilot","stop_rule":"Stop the hardware route if savings disappear after total-system costs or if biological error exceeds the preregistered tolerance.","success_measure":"Report end-to-end joules per valid result, throughput, peak memory, accuracy and calibration, including preprocessing and host-device movement.","theme":"Computing × biology","title":"Genomics within an energy budget","university_value":"A reusable benchmark and an independently replicated efficiency result would support credible computing-for-health visibility and industry discussions.","why_now":"Yavits contributes genome-oriented computer architecture; Teman and Fish contribute low-power circuit and memory methods; Kalisky and Shavit can define biological and statistical fidelity. IEA electricity scenarios motivate measurement, not a forecast that one architecture wins."},{"external_role":"Wil van der Aalst at RWTH Aachen is a process-mining candidate and Alvin Roth at Stanford a market-design candidate. Start with a hospital operations owner who controls a suitable dataset; no hospital partnership is established here.","first_test":"Before starting: confirm the scoping team, an accountable scientific owner, access to the required data/materials and a costed protocol. Model one discharge-to-next-service transition using synthetic data first, then an institutionally approved retrospective dataset. Compare to existing rules under normal load and a predefined demand shock.","funding_gap":"RWTH Aachen and Stanford are potential German and US method partners, respectively; neither is committed or call-qualified. A hospital operations owner and approved data access come first.","funding_ids":["nsf-bsf","isf-dfg","industry"],"id":"o03","limitations":"This is operational research, not a clinical recommendation. No efficiency gain, mortality effect, partner agreement or deployable hospital system is claimed. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r29","r24","r07"],"question":"Can a hospital-flow model improve resilience while making service and workforce tradeoffs explicit?","readiness":"discussion","researcher_value":"A common real-world decision problem supports distinct methodological contributions and doctoral projects. Existing Cohen/Cohen and Singer/Cohen links can be a starting point.","roles":[{"researcher_id":"r29","role":"Build a queueing and process model of a narrowly defined patient-flow bottleneck."},{"researcher_id":"r24","role":"Compare cost-sensitive decisions under uncertain demand and capacity."},{"researcher_id":"r37","role":"Conditional later role: add online/fair-allocation rules if the chosen service decision requires them."},{"researcher_id":"r19","role":"Conditional later role: test temporal network signals only if approved event-network data adds value beyond the queueing baseline."},{"researcher_id":"r07","role":"Evaluate staffing feasibility and whether proposed changes shift hidden burden onto workers."}],"source_ids":["a-s22","b-s15","b-s16","b-s30","b-s31","c-s01","c-s02","c-s03","c-s23","c-s24","c-s26","f-s17"],"stage":"pilot","stop_rule":"Stop if the model cannot reproduce baseline operations, if data access is unavailable, or if apparently improved averages conceal unacceptable service harm.","success_measure":"Measure waiting-time distributions, blocked capacity, staff burden and subgroup service disparities. Report tradeoffs rather than collapsing them into one score.","theme":"Operations × public benefit","title":"Hospital capacity without hidden tradeoffs","university_value":"A reproducible public-service study could demonstrate regional value and create a durable training and research partnership.","why_now":"The roster combines stochastic operations, prescriptive decision models, online allocation, network dynamics and people analytics. Ageing-related service needs provide context, while a local service owner must define the actual bottleneck."},{"external_role":"Seek an experimental ageing or perturbation lab with a compatible model system. Caroline Uhler at MIT is a candidate for causal-genomics methods, not a substitute for a wet-lab perturbation partner.","first_test":"Before starting: confirm the scoping team, an accountable scientific owner, access to the required data/materials and a costed protocol. Reanalyze one permitted spatial/single-cell dataset and nominate a small number of interactions for an independently designed perturbation. Distinguish association from causal evidence.","funding_gap":"Identify the ageing/perturbation lab and model system. HFSP requires the international basic-biology configuration; ERC needs 2–4 complementary PIs; MSCA needs a qualified doctoral-training consortium. A German partner is still missing for DFG–ISF.","funding_ids":["hfsp","erc-synergy","isf-dfg","msca"],"id":"o04","limitations":"Ageing is a broad context, not proof of a particular mechanism. HFSP fit requires a frontier basic-life-science question and a genuinely interdisciplinary international team; a tool or diagnostic proposal alone does not qualify. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r02","r18","r21"],"question":"Do changes in spatial cell relationships explain failure that is missed by cell-type averages?","readiness":"discussion","researcher_value":"Expand existing methods into a shared biological question while preserving each investigator’s methodological contribution.","roles":[{"researcher_id":"r02","role":"Formulate falsifiable network-level hypotheses about ageing and loss of coordination."},{"researcher_id":"r18","role":"Choose a spatial sequencing design and quantify spatial measurement artifacts."},{"researcher_id":"r21","role":"Define cell states, tissue context and biological interpretation."},{"researcher_id":"r39","role":"Compare calibrated multimodal models against simpler cell-composition baselines."}],"source_ids":["a-s05","b-s11","b-s12","b-s21","c-s31","c-s32","c-s33","f-s17"],"stage":"develop","stop_rule":"Stop the causal interpretation if effects vanish under batch correction or are explained by tissue composition alone.","success_measure":"Require an interaction hypothesis to improve held-out prediction beyond composition and batch effects, then survive a targeted perturbation test.","theme":"Networks × cell biology","title":"What makes an ageing tissue lose coordination?","university_value":"An openly documented cross-scale mechanism study could support a distinctive international basic-biology consortium and joint doctoral training.","why_now":"Levy studies ageing and biological networks; Alon maps spatial gene expression; Kalisky analyzes single-cell states; Shavit contributes multimodal uncertainty. Their complementary methods support a basic-mechanism question before a diagnostic application."},{"external_role":"A clinical microbiology or reference-diagnostics laboratory is essential. Aydogan Ozcan at UCLA is a computational-imaging candidate, subject to scientific fit and interest.","first_test":"Secure a reference laboratory, target analyte, intended setting and baseline assay first. Use approved safe reference materials to identify the dominant error or handling bottleneck. Confirm an owner and costed protocol, then compare one intervention against the baseline across predefined interferents; no patient deployment.","funding_gap":"Choose the reference laboratory, analyte and setting first. IIA would need the current track-specific industrial-interest requirements; NSF–BSF needs a qualified US research partner. No adopter or co-funding commitment exists.","funding_ids":["iia-applied","industry","nsf-bsf"],"id":"o06","limitations":"Analytical performance is not clinical utility or approval. Patent records establish named records, not freedom to operate or Bar-Ilan ownership. This applied diagnostic concept is not presented as an HFSP fit. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r14","r16"],"question":"Can physical sample handling and optical design improve robustness across realistic sample backgrounds?","readiness":"discussion","researcher_value":"Creates a shared robustness problem spanning chemistry, nanophotonics and instrumentation, with possible translational outputs after ownership review.","roles":[{"researcher_id":"r14","role":"Choose a validated reference assay and define background-suppression and sample-preparation requirements."},{"researcher_id":"r16","role":"Evaluate nanoparticle functionalization and nonspecific-interaction risks."},{"researcher_id":"r20","role":"Conditional later role: add a photonic component only if the baseline study identifies an optical bottleneck that it can address."},{"researcher_id":"r36","role":"Conditional later role: assess an imaging/readout change only if it targets the dominant measured bottleneck."}],"source_ids":["a-s45","a-s46","b-s04","b-s18","b-s19","c-s20","c-s21","c-s22","f-s21"],"stage":"develop","stop_rule":"Stop if sensitivity gains require unrealistic preparation or worsen specificity; do not advance without an identified reference-lab partner.","success_measure":"Measure analytical detection limits, false positives, between-run variability, sample-processing burden and per-test resource use against the reference.","theme":"Nanomedicine × optical sensing","title":"Optical diagnostics that survive messy samples","university_value":"A well-validated method could support translational partnerships and useful technology transfer, with evidence stronger than an attractive prototype alone.","why_now":"Danielli develops magnetic-optical biosensing, Popovtzer works on functional nanoparticles, Lewi designs nanophotonics and Zalevsky develops biomedical optics. WHO AMR priorities motivate better diagnostics, but the pilot must select one assay and use case."},{"external_role":"Seek an embedded-systems laboratory for independent fault injection. A theory partner such as Michael Mitzenmacher is a candidate for algorithmic scrutiny, subject to a more specific source-supported methods review.","first_test":"Choose one civilian, non-safety-critical workload, device fault model and channel. Confirm the scoping team and current availability, then build an offline emulator with independently controlled packet noise, device faults and recovery delays. Compare a layered baseline with one joint protocol; qualify a separate fault-injection lab before hardware claims.","funding_gap":"No independent fault-injection lab or qualified US/German bilateral partner has been secured. Confirm the workload and member availability before selecting a call.","funding_ids":["nsf-bsf","isf-dfg","industry"],"id":"o08","limitations":"Source profiles support the methods, not a proven joint architecture. Emeritus status and current capacity must be confirmed. No autonomous safety-critical deployment is proposed. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r17","r30","r26"],"question":"Can communication protocols and hardware fault models be designed together to preserve useful computation?","readiness":"discussion","researcher_value":"Links proofs to realistic constraints and creates distinct opportunities in coding, algorithms and implementation.","roles":[{"researcher_id":"r17","role":"Specify an interactive protocol and its correctness conditions under communication noise."},{"researcher_id":"r30","role":"Model hardware faults and recovery costs in the computation and network stack."},{"researcher_id":"r06","role":"Choose a realistic channel and system workload with tractable implementation constraints."},{"researcher_id":"r26","role":"Derive coding and reliability bounds that remain meaningful under model mismatch."}],"source_ids":["a-s19","b-s08","b-s38","c-s04","f-s20"],"stage":"develop","stop_rule":"Stop if guarantees depend on fault independence that the application cannot justify or if recovery overhead dominates useful work.","success_measure":"Measure correct completed tasks, energy and latency distributions under both assumed and mismatched fault patterns.","theme":"Coding × hardware","title":"Reliable edge computation under real faults","university_value":"A shared fault benchmark could support credible reliability research and industry evaluation without promising a safety-certified system.","why_now":"Gelles contributes interactive coding, Medina reliable hardware and online algorithms, Zehavi communications experience and Somekh-Baruch coding theory. The proposed bridge is between mathematical fault assumptions and measured system behavior."},{"external_role":"Andrea Goldsmith is a documented wireless-systems candidate at Stony Brook. An independent network testbed or standards contributor would supply evaluation conditions; institutional interest is unknown.","first_test":"Identify a civilian monitoring operator and an available simulator or testbed. Rank its hard constraints (for example latency, outage duration or localization error), fix a workload and failure scenarios, and obtain an approved costed protocol. Only then compare adaptation policies under link outages, congestion and contaminated observations.","funding_gap":"The Stony Brook candidate may support a US route, but interest and eligibility are unconfirmed. A German partner and a specific multinational COST networking plan are missing. COST would fund networking, not the experiments.","funding_ids":["nsf-bsf","isf-dfg","cost","industry"],"id":"o09","limitations":"This may extend existing relationships; relationship novelty has not been exhaustively audited. Public-service partners, spectrum permissions and testbed capacity are not secured. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r31","r34","r40"],"question":"How should a sensing network adapt when spectrum, links and measurements become unreliable together?","readiness":"discussion","researcher_value":"Gives communication theorists and statistical-learning researchers a shared test of when information is useful, rather than only how much is transmitted.","roles":[{"researcher_id":"r31","role":"Define multiuser capacity and interference limits for the selected scenario."},{"researcher_id":"r34","role":"Design distributed adaptation while testing adversarial and congested conditions."},{"researcher_id":"r40","role":"Model estimation error and spectrum-sharing constraints, including satellite-terrestrial uncertainty where appropriate."},{"researcher_id":"r33","role":"Compress and prioritize sensing information according to the task’s error budget."}],"source_ids":["c-s06","c-s07","c-s12","c-s15","c-s16","c-s34","c-s35","f-s20"],"stage":"develop","stop_rule":"Stop if adaptation improves an average metric while violating the application’s hard latency or reliability limit.","success_measure":"Measure task error, outage duration, worst-case latency, energy and fairness of service under explicit failure scenarios.","theme":"Wireless × resilience","title":"Connectivity that degrades predictably","university_value":"A reproducible resilience study could contribute to international network research and local continuity planning.","why_now":"Zaidel provides multiuser information theory, Leshem distributed learning, Noam estimation and spectrum management, and Weiss task-oriented sensing. IMT-2030 offers a future research frame, not evidence of 6G rollout or a guaranteed call."},{"external_role":"Add an electrophysiology lab able to provide an independent functional reference measurement. The external neuroengineering candidates on the member pages are discussion leads only.","first_test":"First the culture and electrophysiology leads must define one perturbation, target functional signal and independent electrical reference. Check whether any optical/acoustic observable is physically suitable; do not assume brain-flow sensing measures culture electrical activity. Only then confirm the scoping team, access, costed protocol and a bounded approved culture experiment.","funding_gap":"The mechanism, reference signal and international experimental partner are unconfirmed. HFSP/ ERC are thematic leads only; DFG–ISF additionally requires a German research partner.","funding_ids":["hfsp","isf-dfg","erc-synergy"],"id":"o05","limitations":"No regenerative efficacy or brain-interface readiness is established. Human research, clinical claims and therapeutic work would need separate scientific and institutional review; HFSP would apply only to the basic-mechanism scope. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r03","r09"],"question":"Which physical changes in an engineered neural network produce stable, interpretable functional changes?","readiness":"discussion","researcher_value":"Offers a new experimental question for the platform, a measurement challenge for neurophotonics and a validation problem for systems analysis.","roles":[{"researcher_id":"r03","role":"Define an engineered neural-culture perturbation with measurable structural consequences."},{"researcher_id":"r09","role":"Specify a functional hypothesis and an analysis that avoids overinterpreting network activity."},{"researcher_id":"r13","role":"Conditional role: assess readout feasibility only if a defined optical/acoustic observable maps to the target functional signal in the chosen culture model."},{"researcher_id":"r23","role":"Conditional later role: evaluate uncertainty after a reference dataset and transparent signal-analysis baseline exist."}],"source_ids":["a-s08","a-s28","a-s41","b-s26","b-s27"],"stage":"explore","stop_rule":"Stop translation if the readout cannot distinguish the intended functional change from motion, heating or structural artifacts.","success_measure":"Measure repeatability, signal specificity, agreement with the electrical reference and sensitivity to confounds.","theme":"Biointerfaces × neuroscience","title":"Link neural organization to measurable function","university_value":"A carefully bounded bridge between biointerfaces and systems neuroscience could create a joint training platform and a defensible mechanistic contribution.","why_now":"Shefi can shape neural organization, Erez can frame systems-level function, Ozana can assess optical or acoustic measurements, and Goldberger can analyze signals. The bridge is a research hypothesis; cell models and human brain measurements are different evidence levels."},{"external_role":"A water-chemistry lab and a monitoring operator must define the analyte, baseline and maintenance problem. An international surface-science partner can challenge durability claims; candidates appear on the relevant profile pages.","first_test":"Before starting: confirm the scoping team, an accountable scientific owner, access to the required data/materials and a costed protocol. First select one measurable water-quality variable with an operator. Test untreated and treated sensor coupons in a controlled aging/fouling protocol; establish material-readout compatibility before building an integrated device.","funding_gap":"Identify the water-monitoring operator and failure mode first. US and German research partners are not yet named for the bilateral routes; an industry route needs verified demand and terms.","funding_ids":["isf-dfg","nsf-bsf","industry"],"id":"o07","limitations":"Material compatibility, monitoring need and partner access are unverified. This is an exploratory combination; no water-treatment performance, field lifetime or product-market demand is claimed. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r04","r10","r33"],"question":"Can an interface keep a water-monitoring sensor stable as fouling, chemistry and temperature change?","readiness":"discussion","researcher_value":"A common durability problem could connect materials transport, surfaces and statistical estimation without committing to a full device programme. Temporal optics was considered but removed because no fast-signal requirement was established.","roles":[{"researcher_id":"r04","role":"Design and characterize one antifouling surface treatment."},{"researcher_id":"r10","role":"Assess whether a functional ceramic or ionic material can provide a chemically stable sensing element."},{"researcher_id":"r33","role":"Design estimation and calibration that expose environmental mismatch rather than hide it."}],"source_ids":["a-s12","a-s31","c-s12","f-s22"],"stage":"explore","stop_rule":"Stop if surface treatment impairs sensitivity, introduces an unacceptable material-release risk, or adds no durability benefit over a simpler maintenance change.","success_measure":"Measure drift, selectivity, cleaning cycles, calibration frequency and environmental compatibility against an existing sensor approach.","theme":"Materials × water monitoring","title":"Long-lived environmental sensor interfaces","university_value":"A practical monitoring contribution could support environmental partnerships and international reproducibility work with a clear local benefit.","why_now":"Tesler contributes surface control, Sadia functional ceramic and ionic-transport methods, and Weiss measurement under uncertainty. Global monitoring gaps motivate a question; they do not establish demand for this particular device."},{"external_role":"Feliciano Giustino at UT Austin, Morgan Mitchell at ICFO and Marko Loncar at Harvard are complementary candidates for materials, experimental sensing and photonics respectively. Select the capability needed after the first compatibility study; do not recruit everyone by default.","first_test":"Begin with a two- or three-person scoping team to build a compatibility matrix for at most two emitter–platform pairings. Confirm access to existing characterization data and a costed study; compare transparent noise/loss models. Add frequency-control, atom-interface or measurement-theory specialists only where the surviving pairing needs them.","funding_gap":"Downselect the emitter/platform before selecting PIs. ERC requires 2–4 PIs; MSCA requires a doctoral consortium with the eligible-country structure; DFG–ISF requires a German partner. US candidates are leads, not qualified NSF–BSF partners.","funding_ids":["erc-synergy","nsf-bsf","isf-dfg","msca"],"id":"o10","limitations":"Six listed contributors are a capability pool, not a proposed six-PI ERC Synergy application; that route requires a focused 2–4-PI team. Platform compatibility and quantum advantage are unverified. Desiatov–Loncar is an observed existing coauthorship link, so this would extend a relationship. All listed roles are proposed; feasibility readiness and funding-route readiness have not been established.","minimum_team":["r08","r41","r42"],"question":"Which emitter–photonic-platform pairing remains promising after realistic noise and fabrication constraints are included?","readiness":"discussion","researcher_value":"Creates a route from separate materials, theory and device results to a shared question while preserving smaller publishable subproblems.","roles":[{"researcher_id":"r08","role":"Characterize a candidate colloidal emitter’s operating and spectral constraints."},{"researcher_id":"r41","role":"Model material defects and light-matter coupling with explicit approximation limits."},{"researcher_id":"r35","role":"Define the quantum-measurement question and a classical comparison."},{"researcher_id":"r12","role":"Assess frequency conversion and mode-control requirements for quantum light."},{"researcher_id":"r15","role":"Evaluate atom-photon or hybrid-interface constraints for a selected platform."},{"researcher_id":"r42","role":"Assess an integrated nonlinear-photonic component and fabrication tolerances."}],"source_ids":["a-s25","a-s37","b-s01","c-s17","c-s18","c-s19","c-s36","c-s37","c-s38","c-s39","c-s40","c-s41"],"stage":"explore","stop_rule":"Stop an integration branch if its operating regimes are incompatible or any claimed quantum advantage disappears with realistic loss.","success_measure":"Report spectral compatibility, loss, coherence/noise limits, operating temperature, fabrication tolerance and the advantage required over a classical reference.","theme":"Quantum materials × photonics","title":"From quantum materials to a usable photonic interface","university_value":"A focused, independently tested interface result could anchor international quantum training and a recognizable research contribution.","why_now":"Panfil contributes colloidal emitters, Goldzak Mizrahi electronic-structure modelling, Cohen quantum-measurement theory, Blau frequency-domain control, Zektzer atom-photon interfaces and Desiatov nonlinear integrated photonics. The first decision is which pairings are physically compatible."}],"profiles":{"r01":{"bio":{"source_ids":["a-s01"],"text":"Bar-Ilan engineering faculty member and co-director of EnICS whose institutional record centers on energy-efficient integrated circuits and memories."},"capabilities":["low-power VLSI design","SRAM and memory circuits","digital implementation"],"claim_ids":["a-c01","a-c02"],"cv":{"note":"The institutional profile and publication record were inspected; no current downloadable CV was verified.","source_ids":["a-s01"],"status":"profile-only","url":null},"external_candidate":{"institution":"University of California, Berkeley","name":"Jan M. Rabaey","rationale":"Rabaey's documented work in low-power integrated circuits, wireless systems and cyber-biological interaction complements Teman's memory and implementation expertise; this is a proposed match only.","source_ids":["a-s04"],"status":"proposed"},"field":"energy-efficient digital integrated circuits","gaps":["A current CV and a complete inventor-name patent search remain unverified."],"id":"r01","identity_note":"The Bar-Ilan CRIS profile identifies Adam Teman in the Faculty of Engineering; its record and the patent record align on his Bar-Ilan affiliation.","identity_status":"verified","name_en":"Adam Teman","name_he":"אדי תימן","opportunity":{"contribution":"Lead memory architecture, power-failure resilience and digital implementation.","first_test":"Tape out or emulate one nonvolatile checkpointing block and measure energy, recovery latency and data integrity under harvested-power traces.","needed_partner":"Ultra-low-power wireless systems and biological-interface system design.","rationale":"Hypothesis: Teman's low-power memory and digital-circuit capability could be combined with an external specialist in ultra-low-power wireless and biomedical interfaces to build intermittently powered sensing nodes.","source_ids":["a-s01","a-s04"],"title":"Intermittent edge-AI chips for biological sensing","uncertainty":"Application requirements, fabrication access and the external researcher's interest must be confirmed."},"patents":{"note":"One attributable record was inspected; this is selective, not an exhaustive patent portfolio.","records":[{"identifier":"US20170294221A1","source_ids":["a-s03"],"title":"Transistor gain cell with feedback","url":"https://patents.google.com/patent/US20170294221A1/en"}],"source_ids":["a-s03"],"status":"verified-record"},"works":[{"contribution":"The Bar-Ilan record identifies this as patent publication US2020168270 and names Adam Teman and Tzachi Noy as inventors.","kind":"patent","source_ids":["a-s02"],"title":"Refresh Controller for First-In-First-Out Memories","year":2020}]},"r02":{"bio":{"source_ids":["a-s05"],"text":"Bar-Ilan researcher using network science, machine learning and single-cell or microbiome data to study aging and biological-system failure."},"capabilities":["single-cell multi-omics","biological network analysis","machine learning","microbiome analysis"],"claim_ids":["a-c03","a-c04"],"cv":{"note":"The institutional profile was inspected; no current CV file was verified.","source_ids":["a-s05"],"status":"profile-only","url":null},"external_candidate":{"institution":"Harvard Medical School and Brigham and Women's Hospital","name":"Vadim Gladyshev","rationale":"Gladyshev's documented longevity signatures, intervention screens and single-cell aging clocks complement Levy's network inference; this is a proposed match only.","source_ids":["a-s07"],"status":"proposed"},"field":"computational aging and biological networks","gaps":["A downloadable CV and patent attribution remain unverified."],"id":"r02","identity_note":"The Bar-Ilan CRIS profile identifies Orr Levy and links his work on biological networks, aging and computational multi-omics.","identity_status":"verified","name_en":"Orr Levy","name_he":"אור לוי","opportunity":{"contribution":"Develop the network representation, coupling inference and cross-cell failure map.","first_test":"Apply a preregistered coupling metric to one public single-cell aging dataset and test whether it predicts held-out intervention responses.","needed_partner":"Comparative longevity datasets, intervention screens and biological-age assays.","rationale":"Hypothesis: combine Levy's network-failure inference with comparative longevity signatures to identify cell states where small perturbations may precede system-level loss of resilience.","source_ids":["a-s05","a-s06","a-s07"],"title":"Aging-resilience stress maps across cell types","uncertainty":"Causal meaning, dataset harmonization and transfer across organisms require validation."},"patents":{"note":"No attributable patent record was verified in the bounded name-and-affiliation search; this does not establish absence.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The paper develops a generative-model approach to infer coupling associated with cascading failure in complex networks.","kind":"paper","source_ids":["a-s06"],"title":"Inferring failure coupling strength in complex networks through generative models","year":2024}]},"r03":{"bio":{"source_ids":["a-s08"],"text":"Bar-Ilan neural-engineering researcher developing physical and three-dimensional platforms to control neuronal growth, cell organization and regenerative processes."},"capabilities":["neuronal patterning","three-dimensional cell culture","magnetic cell manipulation","drug-delivery biointerfaces"],"claim_ids":["a-c05","a-c06"],"cv":{"note":"The institutional profile was inspected; a current downloadable CV was not verified.","source_ids":["a-s08"],"status":"profile-only","url":null},"external_candidate":{"institution":"University of Florida","name":"Christine Schmidt","rationale":"Schmidt's official profile describes neural regeneration and conductive or natural biomaterials, complementing Shefi's neuronal guidance and magnetic-control methods; this is a proposed match only.","source_ids":["a-s11"],"status":"proposed"},"field":"neural engineering and regenerative biointerfaces","gaps":["A current CV and the full patent-family scope remain unverified."],"id":"r03","identity_note":"The Bar-Ilan CRIS profile identifies Orit Shefi and directly describes her neural-engineering and cell-manipulation research.","identity_status":"verified","name_en":"Orit Shefi","name_he":"אורית שפי","opportunity":{"contribution":"Design neuronal-patterning cues and non-destructive magnetic control protocols.","first_test":"Compare neurite orientation and viability in a small in-vitro scaffold panel before and after bounded magnetic actuation.","needed_partner":"Clinically oriented nerve-regeneration biomaterials and translational scaffold testing.","rationale":"Hypothesis: Shefi's neuronal guidance and magnetic manipulation could be paired with regenerative-biomaterials expertise to build scaffolds whose cell alignment can be adjusted after implantation.","source_ids":["a-s08","a-s10","a-s11"],"title":"Magnetically addressable living nerve-repair scaffolds","uncertainty":"Biocompatibility, field penetration and durable function in vivo remain unknown."},"patents":{"note":"One attributable family member was inspected; legal ownership and portfolio completeness were not assessed.","records":[{"identifier":"US20190046692A1","source_ids":["a-s10"],"title":"Methods and kits for guiding growth of cells or cell processes for tissue repair","url":"https://patents.google.com/patent/US20190046692A1/en"}],"source_ids":["a-s10"],"status":"verified-record"},"works":[{"contribution":"The institutional publication record documents a targeted delivery method for localized genetic manipulation in live embryos.","kind":"paper","source_ids":["a-s09"],"title":"Microtargeted gene silencing and ectopic expression in live embryos using biolistic delivery with a pneumatic capillary gun","year":2006}]},"r04":{"bio":{"source_ids":["a-s12"],"text":"Bar-Ilan surface scientist working on bioinspired, slippery and nanostructured interfaces for fouling control and functional materials."},"capabilities":["surface chemistry","nanostructured coatings","anti-biofouling","wetting and interfacial characterization"],"claim_ids":["a-c07","a-c08"],"cv":{"note":"The detailed institutional profile was inspected; no separate current CV file was verified.","source_ids":["a-s12"],"status":"profile-only","url":null},"external_candidate":{"institution":"Harvard University","name":"Joanna Aizenberg","rationale":"Aizenberg's official profile spans biomimetics, surface chemistry and adaptive materials, complementing Tesler's anti-fouling characterization; this is a capability match and does not imply present willingness.","source_ids":["a-s15"],"status":"proposed"},"field":"bioinspired anti-fouling surfaces","gaps":["A downloadable current CV and portfolio-wide patent review remain outstanding."],"id":"r04","identity_note":"The Bar-Ilan CRIS profile identifies Alexander Tesler and records his surface-science background and current affiliation.","identity_status":"verified","name_en":"Alexander Tesler","name_he":"אלכס טסלר","opportunity":{"contribution":"Lead coating chemistry, wetting design and fouling challenge protocols.","first_test":"Cycle coated coupons across two bounded flow regimes and measure deposit coverage, lubricant retention and recovery after each change.","needed_partner":"Adaptive materials and scalable microfabrication.","rationale":"Hypothesis: Tesler's slippery anti-fouling interfaces could be combined with adaptive biomimetic surface design to maintain fouling resistance as flow conditions change.","source_ids":["a-s12","a-s13","a-s15"],"title":"Adaptive anti-fouling surfaces for changing flow conditions","uncertainty":"Adaptation mechanism, industrial-fluid compatibility and manufacturability must be tested."},"patents":{"note":"One attributable grant was inspected; the record documents inventorship but does not establish current commercial rights.","records":[{"identifier":"US10330218B2","source_ids":["a-s14"],"title":"Fluid-based gating mechanism with tunable multiphase selectivity and antifouling behavior","url":"https://patents.google.com/patent/US10330218B2/en"}],"source_ids":["a-s14"],"status":"verified-record"},"works":[{"contribution":"The publisher record identifies Tesler as corresponding author and describes aerophilic and liquid-infused slippery coatings for biofouling control.","kind":"paper","source_ids":["a-s13"],"title":"Anti-Biofouling Coatings Based on Ultra-Slippery Surfaces","year":2025}]},"r05":{"bio":{"source_ids":["a-s16","a-s17"],"text":"A Bar-Ilan Engineering page identifies Dr. Alexandra Simonovsky, and a faculty news item identifies her as a co-lead of the 2026 HackAgents event; a teaching role, research appointment and publication record were not verified."},"capabilities":["AI-agent hackathon coordination"],"claim_ids":["a-c09","a-c10"],"cv":{"note":"Only sparse institutional identity and event pages were found; no CV or research profile was verified.","source_ids":["a-s16","a-s17"],"status":"not-verified","url":null},"external_candidate":{"institution":"Stanford University","name":"Chris Piech","rationale":"Piech's Stanford profile combines computer science, AI and research on how people learn, complementing the observed instructional and prototyping role; this is a proposed match only.","source_ids":["a-s18"],"status":"proposed"},"field":"AI-agent prototyping event coordination","gaps":["Research appointment, full English name form, CV, publications and patents remain unresolved."],"id":"r05","identity_note":"A Bar-Ilan Engineering page identifies Dr. Alexandra Simonovsky and a separate faculty item names her as a HackAgents BIU 2026 co-lead; the bounded search did not establish a research publication identity.","identity_status":"provisional","name_en":"Alexandra Simonovsky","name_he":"אלכסנדרה סימנובסקי","opportunity":{"contribution":"Coordinate prototype tasks, participant workflow and consistent event-level evaluation criteria.","first_test":"Pilot one common task and rubric with a small prototype cohort, then measure evaluator agreement and revision quality.","needed_partner":"Learning-science experiment design and analysis of participant work.","rationale":"Hypothesis: Simonovsky's documented event co-leadership could support a structured evaluation track for AI-agent prototypes, paired with a specialist who studies computing and learning.","source_ids":["a-s16","a-s17","a-s18"],"title":"Evidence-based evaluation for AI-agent prototypes","uncertainty":"Her research remit, governance role and methodological background must first be confirmed."},"patents":{"note":"No attributable patent record was verified in the bounded search; identity ambiguity makes negative inference especially unsafe.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The faculty news item identifies Simonovsky as a co-lead of an event in which teams built AI agents.","kind":"project","source_ids":["a-s17"],"title":"HackAgents BIU 2026","year":2026}]},"r06":{"bio":{"source_ids":["a-s19"],"text":"Professor emeritus at Bar-Ilan whose official pages describe wireless communications, coding, MIMO tracking and game-theoretic allocation, with prior industrial telecommunications work."},"capabilities":["coded modulation","MIMO signal processing","wireless tracking","resource allocation"],"claim_ids":["a-c11","a-c12"],"cv":{"note":"Current and legacy Bar-Ilan profile pages were inspected, but no standalone current CV was verified.","source_ids":["a-s19"],"status":"profile-only","url":null},"external_candidate":{"institution":"Stony Brook University","name":"Andrea Goldsmith","rationale":"Goldsmith's current Stony Brook profile documents wireless communication, information theory and signal processing, complementing Zehavi's coding and receiver work; this is a proposed match only.","source_ids":["a-s21"],"status":"proposed"},"field":"wireless communications and coding","gaps":["Specific patent identifiers and a current CV were not verified."],"id":"r06","identity_note":"Bar-Ilan's current faculty page names Professor Emeritus Ephraim Zehavi; the Hebrew nickname אפי and surname transliteration in the roster are consistent with that official record.","identity_status":"verified","name_en":"Ephraim Zehavi","name_he":"אפי זהבי","opportunity":{"contribution":"Design coding, receiver and allocation policies with explicit failure modes.","first_test":"Replay measured interference and power traces through a software-defined-radio link and compare outage and recovery against a standard code-rate controller.","needed_partner":"Modern ultra-low-power radios and experimental wireless testbeds.","rationale":"Hypothesis: Zehavi's coded-modulation and resource-allocation experience could be combined with next-generation wireless-system design to build sensor links that degrade predictably under interference and intermittent power.","source_ids":["a-s19","a-s20","a-s21"],"title":"Failure-tolerant coded links for distributed scientific sensors","uncertainty":"Current research availability, target spectrum and hardware access need confirmation."},"patents":{"note":"The official profile reports more than forty patents, but no specific record was sufficiently attributed within this bounded search.","records":[],"source_ids":["a-s19"],"status":"reported-only"},"works":[{"contribution":"The IEEE paper develops and analyzes an interleaved multilevel coded-modulation receiver with staged decoding.","kind":"paper","source_ids":["a-s20"],"title":"Performance Analysis of a Multilevel Coded Modulation System","year":1994}]},"r07":{"bio":{"source_ids":["a-s22"],"text":"Bar-Ilan researcher studying data-driven workforce decisions, skill fit, organizational networks and the changing relationship between people and AI at work."},"capabilities":["people analytics","workforce network analysis","person-skill fit","organizational AI adoption"],"claim_ids":["a-c13","a-c14"],"cv":{"note":"The institutional research profile was inspected; no downloadable current CV was verified.","source_ids":["a-s22"],"status":"profile-only","url":null},"external_candidate":{"institution":"Stanford University","name":"Erik Brynjolfsson","rationale":"Brynjolfsson's Stanford Digital Economy Lab work on AI, productivity and work complements organizational person-skill analysis; this is a proposed match only.","source_ids":["a-s24"],"status":"proposed"},"field":"people analytics and AI-enabled organizations","gaps":["A current CV and any attributable patent records remain unverified."],"id":"r07","identity_note":"The Bar-Ilan CRIS profile identifies Hila Chalutz-Ben Gal and directly records her People Analytics and AI-and-organizations research.","identity_status":"verified","name_en":"Hila Chalutz-Ben Gal","name_he":"הילה חלוץ בן גל","opportunity":{"contribution":"Define the skills ontology, organizational network measures and responsible decision rules.","first_test":"Map one consenting unit's de-identified task and course taxonomy before and after a bounded AI-tool pilot, with privacy and worker-review safeguards.","needed_partner":"Economics of technology adoption and causal productivity measurement.","rationale":"Hypothesis: Chalutz-Ben Gal's person-skill and workforce-network methods could measure how AI changes academic and administrative roles, with external economic analysis connecting local evidence to labor-market shifts.","source_ids":["a-s22","a-s23","a-s24"],"title":"A university-wide AI skills observatory","uncertainty":"Measurement validity, privacy, representativeness and use in personnel decisions require governance."},"patents":{"note":"No attributable patent record was verified in the bounded search; this does not establish absence.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The article argues for measuring fit between a person's skills and changing work requirements rather than relying only on traditional fit constructs.","kind":"paper","source_ids":["a-s23"],"title":"Person-skill Fit: Why a New Form of Employee Fit is Required","year":2023}]},"r08":{"bio":{"source_ids":["a-s25"],"text":"Bar-Ilan materials researcher leading work on optically active quantum spin defects in colloidal nanocrystals and their room-temperature quantum-emission properties."},"capabilities":["colloidal nanocrystal synthesis","optically active spin defects","room-temperature quantum emission","materials spectroscopy"],"claim_ids":["a-c15","a-c16"],"cv":{"note":"The institutional profile and center page were inspected; no current CV file was verified.","source_ids":["a-s25"],"status":"profile-only","url":null},"external_candidate":{"institution":"University of Cambridge","name":"Mete Atatüre","rationale":"Atatüre's Cambridge profile documents spin-photon interfaces, nanoscale quantum sensors and novel materials, complementing Panfil's colloidal emitter platform; this is a proposed match only.","source_ids":["a-s27"],"status":"proposed"},"field":"colloidal quantum nanocrystals","gaps":["The reported patent application's publication number and a current CV remain unverified."],"id":"r08","identity_note":"Bar-Ilan's CRIS and nano-center pages identify Yossef Efraim Panfil, also styled Yossi Panfil, and describe the same quantum-nanocrystal laboratory.","identity_status":"verified","name_en":"Yossef Efraim Panfil","name_he":"יוסי פנפיל","opportunity":{"contribution":"Lead nanocrystal synthesis, defect control and batch-level optical characterization.","first_test":"Measure coherence, brightness and single-photon purity across one synthesis batch before and after coupling to a simple optical cavity.","needed_partner":"Spin-photon interfaces, nanoscale quantum sensing and photonic-device integration.","rationale":"Hypothesis: Panfil's defect-controlled colloidal nanocrystals could be coupled to nanophotonic interfaces to test scalable room-temperature quantum emitters and sensors.","source_ids":["a-s25","a-s26","a-s27"],"title":"A solution-processable room-temperature spin-photon platform","uncertainty":"Defect stability, reproducibility and interface losses may prevent device-level performance."},"patents":{"note":"The institutional profile reports a patent application connected to prior work, but no publication number was verified.","records":[],"source_ids":["a-s25"],"status":"reported-only"},"works":[{"contribution":"The institutional record reports room-temperature quantum emission associated with controlled defects in colloidal ZnS:Cu nanocrystals.","kind":"paper","source_ids":["a-s26"],"title":"Room-Temperature Quantum Emission from CuZn-VS Defects in ZnS:Cu Colloidal Nanocrystals","year":2025}]},"r09":{"bio":{"source_ids":["a-s28"],"text":"Bar-Ilan systems-neuroscience researcher studying information processing across human brain networks with neuroimaging, electrophysiology and machine learning."},"capabilities":["human neuroimaging","brain-network analysis","electrophysiology","machine learning for neural data"],"claim_ids":["a-c17","a-c18"],"cv":{"note":"The institutional profile and project pages were inspected; no downloadable current CV was verified.","source_ids":["a-s28"],"status":"profile-only","url":null},"external_candidate":{"institution":"Carnegie Mellon University","name":"Bin He","rationale":"His official profile covers non-invasive BCI, electrophysiological neuroimaging and neuromodulation, complementing Erez's systems-level neural analysis; this is a proposed match only.","source_ids":["a-s30"],"status":"proposed"},"field":"systems neuroscience and brain-computer interfaces","gaps":["A current CV and patent attribution remain unverified."],"id":"r09","identity_note":"The Bar-Ilan CRIS profile identifies Yaara Erez and records her neural information-processing, neuroimaging and machine-learning work.","identity_status":"verified","name_en":"Yaara Erez","name_he":"יערה ארז","opportunity":{"contribution":"Define neural features, cognitive-control endpoints and generalization analyses.","first_test":"In a preregistered healthy-volunteer VR task, test whether held-out neural features predict load transitions before adapting task difficulty.","needed_partner":"Non-invasive electrophysiological imaging, stimulation and BCI hardware.","rationale":"Hypothesis: Erez's network-level neural decoding could be paired with non-invasive BCI engineering to test feedback that adapts a virtual task without claiming clinical diagnosis.","source_ids":["a-s28","a-s29","a-s30"],"title":"Closed-loop non-invasive monitoring of cognitive load","uncertainty":"Artifact robustness, privacy, emotional-state interpretation and clinical transfer require independent validation."},"patents":{"note":"No attributable patent record was verified in the bounded search; this does not establish absence.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The cited Cortex paper uses high-gamma activity to distinguish frontal cognitive-control regions from neighboring networks.","kind":"paper","source_ids":["a-s29"],"title":"High gamma activity distinguishes frontal cognitive control regions from adjacent cortical networks","year":2023}]},"r10":{"bio":{"source_ids":["a-s31"],"text":"Bar-Ilan materials researcher studying functional ceramics, heteroanionic compounds, ionic transport and thermoelectric or electrochemical energy conversion."},"capabilities":["heteroanionic materials","ionic-conductivity measurement","thermoelectric materials","solid-state synthesis"],"claim_ids":["a-c19","a-c20"],"cv":{"note":"The institutional profile and research feature were inspected; no current CV file was verified.","source_ids":["a-s31"],"status":"profile-only","url":null},"external_candidate":{"institution":"Technical University of Munich","name":"Jennifer Rupp","rationale":"The current TUM profile describes solid-state electrolyte chemistry, ceramic processing and energy-device prototypes, complementing Sadia's bulk heteroanionic transport work; this is a proposed match only.","source_ids":["a-s33"],"status":"proposed"},"field":"functional ceramics and energy materials","gaps":["No current CV or attributable patent record was verified."],"id":"r10","identity_note":"The Bar-Ilan CRIS profile identifies Yatir Sadia and links him to the Faculty of Engineering and the inspected heteroanionic-materials work.","identity_status":"verified","name_en":"Yatir Sadia","name_he":"יתיר סעדיה","opportunity":{"contribution":"Synthesize compositions and resolve ionic versus electronic transport and degradation.","first_test":"Fabricate a small composition-gradient coupon and measure conductivity, selectivity and stability under one bounded device-relevant condition.","needed_partner":"Thin-film solid-state electrochemistry and device integration.","rationale":"Hypothesis: Sadia's low-temperature ion-conducting ceramics could be screened as membranes or interlayers in compact solid-state electrochemical devices.","source_ids":["a-s31","a-s32","a-s33"],"title":"Heteroanionic ceramics for solid-state electrochemical devices","uncertainty":"Relevant ion species, device chemistry, compatibility and efficiency are unproven."},"patents":{"note":"No attributable patent record was verified in the bounded search; citation by a patent was not treated as inventorship.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The paper separates ionic and electronic transport in SrF2-TiO2-based compounds and reports mixed conduction near room temperature.","kind":"paper","source_ids":["a-s32"],"title":"Evidence of High Fluorine Ion Conductivity in SrF2-Rich SrF2-TiO2-Based Compounds","year":2025}]},"r11":{"bio":{"source_ids":["a-s34"],"text":"Bar-Ilan temporal-optics researcher whose lab designs time lenses, temporal microscopes and cavities, ultrafast lasers, nonlinear-fiber systems and optical-processing experiments."},"capabilities":["time lenses","temporal cavities","ultrafast fiber optics","optical neural networks"],"claim_ids":["a-c21","a-c22"],"cv":{"note":"The official lab page and ORCID identity record were inspected; no downloadable current CV was verified.","source_ids":["a-s34"],"status":"profile-only","url":null},"external_candidate":{"institution":"Université de Franche-Comté and FEMTO-ST","name":"John Dudley","rationale":"The institutional source describes Dudley's nonlinear-optics work and interest in AI for ultrafast optics, complementing Fridman's temporal devices; this is a proposed match only.","source_ids":["a-s36"],"status":"proposed"},"field":"temporal and nonlinear optics","gaps":["A current CV and attributable patent records remain unverified."],"id":"r11","identity_note":"The official Bar-Ilan lab page names Moti Fridman and describes a temporal-optics program matching the roster identity.","identity_status":"verified","name_en":"Moti Fridman","name_he":"מוטי פרידמן","opportunity":{"contribution":"Provide temporal-optics hardware, measurable objectives and physics-constrained parameterization.","first_test":"Optimize a single temporal-cavity pulse-shaping objective in simulation and then on a safely bounded laboratory control loop.","needed_partner":"Machine learning for ultrafast-optics control and uncertainty-aware experiment selection.","rationale":"Hypothesis: Fridman's programmable time-lens and cavity systems could be coupled to machine-learning control to search optical operating regimes with fewer manual iterations.","source_ids":["a-s34","a-s35","a-s36"],"title":"Self-driving temporal-photonics experiments","uncertainty":"Control-interface access, sample efficiency and reproducibility outside one setup remain unknown."},"patents":{"note":"No patent record was confidently attributable in the bounded search; records that merely cite his papers were excluded.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The paper reports an experimental temporal-cloaking demonstration using time-lens methods.","kind":"paper","source_ids":["a-s35"],"title":"Demonstration of temporal cloaking","year":2011}]},"r12":{"bio":{"source_ids":["a-s37"],"text":"Bar-Ilan photonics researcher working across quantum information, nonlinear and integrated optics, including frequency-domain transformations for quantum light."},"capabilities":["frequency-domain quantum optics","integrated photonics","nonlinear optics","quantum information"],"claim_ids":["a-c23","a-c24"],"cv":{"note":"The institutional profile and publication record were inspected; no downloadable current CV was verified.","source_ids":["a-s37"],"status":"profile-only","url":null},"external_candidate":{"institution":"Columbia University","name":"Michal Lipson","rationale":"The Columbia group's official publication record includes the N-way frequency-beamsplitter work coauthored with Blau, making this an existing research connection that could be extended in a new direction; future willingness is unknown.","source_ids":["a-s40"],"status":"proposed"},"field":"quantum and integrated photonics","gaps":["A current CV and broader patent-family review remain outstanding."],"id":"r12","identity_note":"The Bar-Ilan CRIS profile identifies Miri Blau and records quantum-photonics, quantum-information and integrated-optics research.","identity_status":"verified","name_en":"Miri Blau","name_he":"מירי בלאו","opportunity":{"contribution":"Design frequency-mode transformations, quantum-state tests and protocol requirements.","first_test":"Implement a three- or four-mode frequency beamsplitter and measure insertion loss, mode crosstalk and transformation fidelity.","needed_partner":"Low-loss integrated photonic fabrication and scalable on-chip control.","rationale":"Hypothesis: Blau and Lipson could extend their existing frequency-beamsplitter coauthorship toward a reconfigurable processor spanning frequency and spatial modes.","source_ids":["a-s37","a-s38","a-s40"],"title":"Extend an existing collaboration toward a programmable high-dimensional photonic processor","uncertainty":"Loss, pump complexity, manufacturability and interest in extending the existing connection remain unresolved."},"patents":{"note":"One attributable international publication was inspected; portfolio completeness and present rights were not assessed.","records":[{"identifier":"WO2013160902A1","source_ids":["a-s39"],"title":"System and method for mode division multiplexing","url":"https://patents.google.com/patent/WO2013160902A1/en"}],"source_ids":["a-s39"],"status":"verified-record"},"works":[{"contribution":"The preprint presents an N-way frequency beamsplitter architecture for quantum photonic frequency modes.","kind":"paper","source_ids":["a-s38"],"title":"N-Way Frequency Beamsplitter for Quantum Photonics","year":2024}]},"r13":{"bio":{"source_ids":["a-s41"],"text":"Bar-Ilan neurophotonics researcher developing optical and acoustical instrumentation for non-invasive brain monitoring, including cerebral blood-flow and single-photon sensing methods."},"capabilities":["diffuse optical sensing","cerebral blood-flow measurement","single-photon detection","neuroacoustic instrumentation"],"claim_ids":["a-c25","a-c26"],"cv":{"note":"Institutional CRIS and laboratory pages were inspected; no downloadable current CV was verified.","source_ids":["a-s41"],"status":"profile-only","url":null},"external_candidate":{"institution":"Boston University","name":"David Boas","rationale":"Boas's official profile covers neurophotonics, fNIRS and neurovascular coupling, complementing Ozana's single-photon and optical-acoustic instrumentation; this is a proposed match only.","source_ids":["a-s44"],"status":"proposed"},"field":"optical-acoustical neuroimaging","gaps":["A current CV and broader patent-family review remain unverified."],"id":"r13","identity_note":"The Bar-Ilan CRIS and lab pages identify Nisan Ozana; the inspected patent expands the inventor name to Nisim Nisan Ozana and matches the technical field.","identity_status":"verified","name_en":"Nisan Ozana","name_he":"ניסן אוזנה","opportunity":{"contribution":"Lead detector architecture, optical-acoustic synchronization and signal-recovery methods.","first_test":"Benchmark simultaneous optical and acoustic channels on tissue phantoms, then consider a separately approved small physiology study.","needed_partner":"Diffuse optical tomography, neurovascular physiology and controlled human-study design.","rationale":"Hypothesis: Ozana's single-photon blood-flow sensing and neuroacoustic instrumentation could be fused with diffuse-optical tomography methods to improve robustness across depth and motion conditions.","source_ids":["a-s41","a-s42","a-s44"],"title":"Hybrid optical-acoustic bedside cerebral perfusion monitor","uncertainty":"Depth sensitivity, calibration, motion artifacts and clinical utility remain unproven."},"patents":{"note":"One attributable US publication was inspected under the fuller inventor spelling Nisim Nisan Ozana; this is not a legal-ownership assessment.","records":[{"identifier":"US20210063563A1","source_ids":["a-s43"],"title":"System and method for remote monitoring","url":"https://patents.google.com/patent/US20210063563A1/en"}],"source_ids":["a-s43"],"status":"verified-record"},"works":[{"contribution":"The lab publication record documents superconducting-nanowire single-photon sensing applied to cerebral blood-flow measurement.","kind":"paper","source_ids":["a-s42"],"title":"Superconducting nanowire single-photon sensing of cerebral blood flow","year":2021}]},"r14":{"bio":{"source_ids":["a-s45","a-s46"],"text":"Bar-Ilan engineering researcher developing magnetic and optical methods for rapid, sensitive biomarker detection and portable diagnostic workflows."},"capabilities":["fluorescence immunoassays","magnetic-particle concentration","optical background suppression","portable diagnostic instrumentation"],"claim_ids":["a-c27","a-c28"],"cv":{"note":"The linked academic CV was inspected; it is dated December 2023 and therefore does not cover the full current period.","source_ids":["a-s46"],"status":"linked","url":"https://engineering.biu.ac.il/sites/engineering/files/shared/Amos%20Daniell%20December%202023.pdf"},"external_candidate":{"institution":"Harvard University and the Wyss Institute","name":"David Walt","rationale":"Walt's official profile documents single-molecule diagnostics and biomarker assays, complementing Danielli's magnetic-optical concentration and background suppression; this is a proposed match only.","source_ids":["a-s49"],"status":"proposed"},"field":"magnetic-optical biosensing","gaps":["A post-2023 CV and a full patent-family review remain outstanding."],"id":"r14","identity_note":"The Bar-Ilan CRIS profile and linked academic CV identify Amos Danielli and align his biomarker-detection work with the inspected patent record.","identity_status":"verified","name_en":"Amos Danielli","name_he":"עמוס דניאלי","opportunity":{"contribution":"Lead magnetic-optical assay architecture, background controls and compact reader design.","first_test":"Run a blinded dilution panel for two biomarkers and compare count linearity, cross-reactivity and detection limits against a reference assay.","needed_partner":"Single-molecule counting, assay multiplexing and rigorous clinical-validation design.","rationale":"Hypothesis: Danielli's magnetic concentration and temporal background subtraction could be combined with single-molecule assay design to push portable multiplexed detection while preserving simple optics.","source_ids":["a-s45","a-s47","a-s49"],"title":"Digital single-molecule magnetic-optical diagnostics","uncertainty":"Single-molecule statistics, multiplex interference, manufacturability and clinical performance require validation."},"patents":{"note":"One attributable US grant was inspected and is also listed in the CV; current legal ownership and complete family scope were not assessed.","records":[{"identifier":"US8465989B2","source_ids":["a-s48"],"title":"Method and system for detecting a target within a population of molecules","url":"https://patents.google.com/patent/US8465989B2/en"}],"source_ids":["a-s46","a-s48"],"status":"verified-record"},"works":[{"contribution":"The paper introduces temporal separation of background and bead-bound fluorescence in a magnetic-bead immunoassay and reports a bounded serum-sample feasibility assessment.","kind":"paper","source_ids":["a-s47"],"title":"Chopped optical biosensing enables temporal background subtraction for high-sensitivity fluorescence immunoassays","year":2026}]},"r15":{"bio":{"source_ids":["b-s01"],"text":"Zektzer leads a BIU laboratory combining atoms and molecules with nanophotonic chips for quantum communication, computing, and sensing."},"capabilities":["integrated nanophotonics","atom-photon interfaces","microresonators","quantum sensing"],"claim_ids":["b-c01","b-c02"],"cv":{"note":"No separate current CV was verified; BIU and JQI profile material was inspected.","source_ids":["b-s01"],"status":"profile-only","url":null},"external_candidate":{"institution":"Stanford University","name":"Jelena Vuckovic","rationale":"Her heterogeneous integrated quantum-photonics and cavity-QED program could complement atomic-interface expertise; no collaboration or willingness is asserted.","source_ids":["b-s03"],"status":"proposed"},"field":"Hybrid quantum photonics","gaps":["No separate current CV or attributable patent record was verified."],"id":"r15","identity_note":"The Hebrew roster name maps to BIU’s source-spelled Roy Zektzer; the appointment page and JQI publication align on integrated quantum photonics.","identity_status":"verified","name_en":"Roy Zektzer","name_he":"רועי זקצר","opportunity":{"contribution":"Lead hybrid atom–photon device design and characterize resonator–vapor interactions.","first_test":"Build one packaged resonator cell and compare drift and sensitivity with a laboratory atomic reference.","needed_partner":"Quantum control, packaging, and deployment-domain metrology.","rationale":"Hypothesis: his atom–microresonator and integrated-photonics capabilities could support compact sensor arrays with atomic references.","source_ids":["b-s01","b-s02"],"title":"Chip-scale atomic calibration and sensing fabric","uncertainty":"Packaging losses, stability at room temperature, and target sensing modality remain unverified."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"Demonstrates a microresonator–alkali-vapor platform aimed at stronger chip-scale light–matter interaction.","kind":"paper","source_ids":["b-s02"],"title":"Strong interactions between integrated microresonators and alkali atomic vapors: towards single-atom, single-photon operation","year":2024}]},"r16":{"bio":{"source_ids":["b-s04"],"text":"Popovtzer develops smart nanoprobes that combine molecular imaging and targeted therapy concepts across chemistry, engineering, biology, and radiology."},"capabilities":["gold nanoparticles","molecular imaging","targeted drug delivery","nano-bioengineering"],"claim_ids":["b-c03","b-c04"],"cv":{"note":"The institutional profile and laboratory publication record were inspected; no standalone CV was verified.","source_ids":["b-s04"],"status":"profile-only","url":null},"external_candidate":{"institution":"Massachusetts Institute of Technology","name":"Paula Hammond","rationale":"Her layer-by-layer nanoparticle delivery expertise could complement Popovtzer’s imaging and targeting program; no willingness or existing collaboration is asserted.","source_ids":["b-s07"],"status":"proposed"},"field":"Nanomedicine and theranostics","gaps":["No standalone current CV was verified."],"id":"r16","identity_note":"The BIU profile uses the source-spelled name Rachela Popovtzer and matches the roster.","identity_status":"verified","name_en":"Rachela Popovtzer","name_he":"רחלה פופובצר","opportunity":{"contribution":"Design imaging-compatible targeting probes and define measurable biodistribution endpoints.","first_test":"Compare a single-layer probe with a two-stage formulation in an organoid model using predefined uptake and release endpoints.","needed_partner":"Polymer assembly, release kinetics, toxicology, and clinical translation.","rationale":"Hypothesis: combining targeted nanoprobes with layer-by-layer payload control could separate imaging, stratification, and timed therapy functions.","source_ids":["b-s04","b-s05","b-s07"],"title":"Programmable staged theranostic nanoparticles","uncertainty":"Biocompatibility, manufacturability, and added value over simpler particles require testing."},"patents":{"note":"A Google Patents record verifies inventor attribution; current legal ownership and clinical efficacy are not inferred. The original research pass inspected the linked record, but an independent reviewer could not reopen it after bounded retries; record-specific independent review remains incomplete.","records":[{"identifier":"US12569569B2","source_ids":["b-s06"],"title":"Nano-delivery system and therapeutic and diagnostic use thereof","url":"https://patents.google.com/patent/US12569569B2/en"}],"source_ids":["b-s06"],"status":"verified-record"},"works":[{"contribution":"Reports an imaging-oriented gold-nanoparticle approach for stratifying anti-PD-L1 immunotherapy in the studied setting.","kind":"paper","source_ids":["b-s05"],"title":"Fast Image-Guided Stratification Using Anti-Programmed Death Ligand 1 Gold Nanoparticles for Cancer Immunotherapy","year":2017}]},"r17":{"bio":{"source_ids":["b-s08"],"text":"Gelles studies coding and protocols that preserve interactive or distributed computation under communication noise and faults."},"capabilities":["interactive coding","error-correcting protocols","fault-tolerant distributed computing","communication complexity"],"claim_ids":["b-c05","b-c06"],"cv":{"note":"The BIU research profile and publication list were inspected; no standalone CV was verified.","source_ids":["b-s08"],"status":"profile-only","url":null},"external_candidate":{"institution":"ETH Zurich and INSAIT","name":"Bernhard Haeupler","rationale":"His algorithms, coding, and distributed-communication work could complement protocol construction and lower-bound analysis; no willingness is asserted.","source_ids":["b-s10"],"status":"proposed"},"field":"Reliable interactive and distributed computation","gaps":["No standalone CV or attributable patent record was verified."],"id":"r17","identity_note":"The BIU profile uses Ran Gelles and aligns with the Hebrew roster entry.","identity_status":"verified","name_en":"Ran Gelles","name_he":"רן גלס","opportunity":{"contribution":"Formalize noise and adversary models and design protocol transformations with bounded overhead.","first_test":"Run a small swarm simulation and hardware-in-loop trial under packet corruption, delay, and node churn.","needed_partner":"Robotics or wireless-systems testbed expertise.","rationale":"Hypothesis: interactive coding and noisy distributed-computation methods could make decentralized sensing robust to intermittent, asymmetric links.","source_ids":["b-s08","b-s09"],"title":"Self-healing protocols for sensor and robot swarms","uncertainty":"The theoretical assumptions may not match wireless interference or real-time control constraints."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"Develops protocol-level techniques for noisy asynchronous distributed computation.","kind":"paper","source_ids":["b-s09"],"title":"Making Asynchronous Distributed Computations Robust to Noise","year":2019}]},"r18":{"bio":{"source_ids":["b-s11","b-s12"],"text":"Alon develops expansion-based in-situ sequencing and spatial-genomics methods for resolving molecular information within intact tissues."},"capabilities":["expansion sequencing","spatial transcriptomics","super-resolution microscopy","computational image analysis"],"claim_ids":["b-c07","b-c08"],"cv":{"note":"The BIU page contains an embedded CV; the page is linked instead of copying CV content.","source_ids":["b-s11"],"status":"linked","url":"https://gondabrain.biu.ac.il/node/448"},"external_candidate":{"institution":"Broad Institute of MIT and Harvard","name":"Fei Chen","rationale":"Chen’s spatial-genomics and microscopy methods could complement assay scaling and orthogonal validation; no current collaboration or willingness is asserted.","source_ids":["b-s14"],"status":"proposed"},"field":"Spatial genomics and in-situ sequencing","gaps":["The embedded CV appears dated 2020 and may not reflect later roles or outputs."],"id":"r18","identity_note":"BIU’s profile and the first-author publication identify Shahar Alon and match the roster.","identity_status":"verified","name_en":"Shahar Alon","name_he":"שחר אלון","opportunity":{"contribution":"Lead assay design, spatial readout, and computational reconstruction.","first_test":"Profile one organoid injury model at three time points with a targeted transcript panel and prespecified spatial reproducibility metrics.","needed_partner":"Perturbation biology, tissue models, longitudinal sampling, and causal analysis.","rationale":"Hypothesis: expansion sequencing could connect local molecular responses to perturbations across regenerating or diseased tissue microenvironments.","source_ids":["b-s11","b-s12","b-s14"],"title":"Spatial perturbation atlas for tissue repair","uncertainty":"Assay throughput, tissue distortion, and causal interpretation remain to be validated."},"patents":{"note":"The patent record verifies inventor attribution; it does not establish present ownership or freedom to operate.","records":[{"identifier":"US20190055597A1","source_ids":["b-s13"],"title":"In Situ Nucleic Acid Sequencing of Expanded Biological Samples","url":"https://patents.google.com/patent/US20190055597A1/en"}],"source_ids":["b-s13"],"status":"verified-record"},"works":[{"contribution":"Introduces expansion sequencing for spatially precise transcriptomic measurements in intact biological samples.","kind":"paper","source_ids":["b-s12"],"title":"Expansion Sequencing: Spatially Precise In Situ Transcriptomics in Intact Biological Systems","year":2021}]},"r19":{"bio":{"source_ids":["b-s15","b-s16"],"text":"Somin’s laboratory studies structural and temporal signals in complex networks, including encrypted or partially observed systems."},"capabilities":["graph analysis","temporal fingerprints","AI for hidden coordination","cyber and financial networks"],"claim_ids":["b-c09","b-c10"],"cv":{"note":"The institutional lab profile and publication page were inspected; no standalone CV was verified.","source_ids":["b-s15"],"status":"profile-only","url":null},"external_candidate":{"institution":"Carnegie Mellon University","name":"Kathleen M. Carley","rationale":"Her dynamic-network-analysis and social-cybersecurity program could complement behavioral validation and governance; no willingness is asserted.","source_ids":["b-s17"],"status":"proposed"},"field":"Network intelligence and temporal modeling","gaps":["No standalone CV or attributable patent record was verified."],"id":"r19","identity_note":"The BIU Network Intelligence Lab page uses Shahar Somin and matches the roster; the publication record also uses the same identity.","identity_status":"verified","name_en":"Shahar Somin","name_he":"שחר סומין","opportunity":{"contribution":"Design graph and temporal features, baselines, and false-positive analysis.","first_test":"Evaluate on a synthetic and one de-identified event stream with predefined latency and false-alarm thresholds.","needed_partner":"Privacy engineering, domain operators, and governance expertise.","rationale":"Hypothesis: temporal fingerprints and dynamic-network analysis could flag emerging coordinated anomalies without inspecting content.","source_ids":["b-s15","b-s16","b-s17"],"title":"Privacy-preserving early warning for coordinated failures","uncertainty":"Identity leakage, distribution shift, and the legitimacy of operational use require independent review."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"Develops a temporal-activity representation for matching accounts across encrypted domains without relying on message content.","kind":"paper","source_ids":["b-s16"],"title":"Temporal fingerprints for identity matching across fully encrypted domains","year":2025}]},"r20":{"bio":{"source_ids":["b-s18","b-s19"],"text":"Lewi studies engineered light–matter interaction in nanophotonic and metasurface systems."},"capabilities":["metasurface design","nanophotonics","nano-spectroscopy","electro-optics"],"claim_ids":["b-c11","b-c12"],"cv":{"note":"The BIU biography and research portal were inspected; no standalone current CV was verified.","source_ids":["b-s18","b-s19"],"status":"profile-only","url":null},"external_candidate":{"institution":"California Institute of Technology","name":"Harry Atwater","rationale":"His metasurface, two-dimensional-material, and quantum-nanophotonics work could complement tunability and heterogeneous integration; no willingness is asserted.","source_ids":["b-s20"],"status":"proposed"},"field":"Nanophotonics and metasurfaces","gaps":["No standalone CV or attributable patent record was verified."],"id":"r20","identity_note":"The roster maps to the source-spelled Tomer Lewi on BIU engineering and research-portal pages.","identity_status":"verified","name_en":"Tomer Lewi","name_he":"תומר לוי","opportunity":{"contribution":"Design and fabricate the metasurface response and characterize optical transfer functions.","first_test":"Fabricate a small passive prototype and reconstruct a fixed spectral target set under controlled angles.","needed_partner":"Detector integration, inverse-design software, and application-specific signal processing.","rationale":"Hypothesis: engineered angular dispersion could enable a compact metasurface front end that separates or preprocesses spectral-spatial signals before electronic inference.","source_ids":["b-s18","b-s20"],"title":"Adaptive multispectral optical edge sensor","uncertainty":"Efficiency, bandwidth, fabrication tolerance, and benefit over conventional optics remain unknown."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"Studies hybrid local–nonlocal metasurfaces as a route to engineer angular optical dispersion.","kind":"paper","source_ids":["b-s18"],"title":"Engineering Angular Dispersion via Hybrid Local–Nonlocal Metasurfaces","year":2026}]},"r21":{"bio":{"source_ids":["b-s21"],"text":"Kalisky applies single-cell genomics to stem cells, regeneration, cancer, and tissue-state characterization."},"capabilities":["single-cell expression profiling","stem-cell biology","cancer genomics","cell-state inference"],"claim_ids":["b-c13","b-c14"],"cv":{"note":"The BIU profile and its career information were inspected; no standalone current CV was verified.","source_ids":["b-s21"],"status":"profile-only","url":null},"external_candidate":{"institution":"University of Cambridge","name":"Sarah Teichmann","rationale":"Her cell-atlas and tissue-architecture program could complement integration across tissues and spatial validation; no willingness is asserted.","source_ids":["b-s23"],"status":"proposed"},"field":"Single-cell genomics and tissue regeneration","gaps":["No standalone current CV was verified."],"id":"r21","identity_note":"The BIU profile uses Tomer Kalisky and matches the roster; the patent record independently lists the same name.","identity_status":"verified","name_en":"Tomer Kalisky","name_he":"תומר קליסקי","opportunity":{"contribution":"Lead single-cell assay design, cell-state modeling, and biological interpretation.","first_test":"Collect a small injury-recovery time course and test whether predefined trajectories reproduce across biological replicates.","needed_partner":"Spatial validation, regenerative models, and longitudinal sampling.","rationale":"Hypothesis: single-cell trajectories could reveal which cell-state transitions consistently accompany successful tissue repair.","source_ids":["b-s21","b-s23"],"title":"Longitudinal single-cell repair atlas","uncertainty":"Trajectory inference is observational and may not identify causal repair mechanisms."},"patents":{"note":"The record verifies inventor attribution to this publication family; legal status and current ownership are not treated as research conclusions.","records":[{"identifier":"US20160312302A1","source_ids":["b-s22"],"title":"Single cell gene expression for diagnosis, prognosis and identification of drug targets","url":"https://patents.google.com/patent/US20160312302A1/en"}],"source_ids":["b-s22"],"status":"verified-record"},"works":[{"contribution":"Characterizes alternative-splicing patterns in the studied high-risk Wilms tumor material.","kind":"paper","source_ids":["b-s21"],"title":"Characterization of Alternative Splicing in High-Risk Wilms’ Tumors","year":2024}]},"r22":{"bio":{"source_ids":["b-s24"],"text":"Fetaya’s lab spans machine learning and vision, including generative models, AI safety, geometric and Bayesian learning, and federated methods."},"capabilities":["geometric deep learning","generative modeling","Bayesian learning","federated learning","adversarial robustness"],"claim_ids":["b-c15","b-c16"],"cv":{"note":"The current lab profile and publication list were inspected; no standalone CV was verified.","source_ids":["b-s24"],"status":"profile-only","url":null},"external_candidate":{"institution":"University of Oxford","name":"Michael Bronstein","rationale":"His geometric deep-learning and protein-design work could complement scientific structure domains and evaluation; no willingness is asserted.","source_ids":["b-s25"],"status":"proposed"},"field":"Machine learning, generative models, and AI safety","gaps":["No standalone CV or attributable patent record was verified."],"id":"r22","identity_note":"The roster maps to BIU’s source-spelled Ethan Fetaya; the laboratory page supplies the matching identity and research program.","identity_status":"verified","name_en":"Ethan Fetaya","name_he":"איתן פתיה","opportunity":{"contribution":"Develop invariant threat models, stress tests, and uncertainty-aware evaluation.","first_test":"Benchmark one graph-generative model under symmetry-preserving perturbations and chemically or physically constrained invalidity checks.","needed_partner":"Domain experts in molecular, protein, or materials validation.","rationale":"Hypothesis: geometric learning and adversarial analysis could expose failure modes in models that generate graph- or structure-valued scientific objects.","source_ids":["b-s24","b-s25"],"title":"Geometry-aware safety tests for scientific generative models","uncertainty":"The relevant threat model and domain-validity oracle must be defined before safety claims are possible."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"Examines adversarial attacks against classifiers that operate on neural-network weight representations.","kind":"paper","source_ids":["b-s24"],"title":"Adversarial Attacks in Weight-Space Classifiers","year":2026}]},"r23":{"bio":{"source_ids":["b-s26","b-s27"],"text":"Goldberger develops statistical and deep-learning methods across vision, audio, medical imaging, and language."},"capabilities":["deep learning","medical image analysis","speech and audio modeling","natural-language processing","uncertainty estimation"],"claim_ids":["b-c17","b-c18"],"cv":{"note":"A current BIU-hosted CV was opened and linked; only bounded career and output facts were used.","source_ids":["b-s27"],"status":"linked","url":"https://www.eng.biu.ac.il/goldbej/files/2025/09/Jacob_CV.pdf"},"external_candidate":{"institution":"University of Oxford","name":"Yarin Gal","rationale":"His Bayesian deep-learning, uncertainty, and AI-safety work could complement calibrated decision rules; no willingness is asserted.","source_ids":["b-s29"],"status":"proposed"},"field":"Statistical machine learning and multimodal inference","gaps":["Clinical benefit and prospective workflow performance are unverified."],"id":"r23","identity_note":"The BIU faculty page and linked CV use Jacob Goldberger and align with the roster.","identity_status":"verified","name_en":"Jacob Goldberger","name_he":"יעקב גולדברגר","opportunity":{"contribution":"Develop shift-sensitive quality estimators and task-specific calibration protocols.","first_test":"Replay a held-out domain-shift benchmark and test whether the triage rule captures failures at a fixed review budget.","needed_partner":"Clinical workflow owners, prospective evaluation, and uncertainty-method specialists.","rationale":"Hypothesis: source-free quality estimation and Bayesian uncertainty methods could support escalation of unreliable model outputs under deployment shift.","source_ids":["b-s26","b-s29"],"title":"Calibrated evidence triage for clinical and research AI","uncertainty":"Retrospective calibration may not transfer to prospective clinical use."},"patents":{"note":"The patent record verifies inventor attribution; present legal status or ownership is not used to infer research freedom.","records":[{"identifier":"US10789462B2","source_ids":["b-s28"],"title":"Weakly and fully labeled mammogram classification and localization with a dual branch deep neural network","url":"https://patents.google.com/patent/US10789462B2/en"}],"source_ids":["b-s28"],"status":"verified-record"},"works":[{"contribution":"Studies quality estimation for an adapted segmentation model when source data are unavailable.","kind":"paper","source_ids":["b-s26"],"title":"A source-free segmentation quality estimation of a model adapted to a new domain","year":2026}]},"r24":{"bio":{"source_ids":["b-s30","b-s31"],"text":"Singer combines machine learning and stochastic optimal control for operational problems in healthcare, manufacturing, retail, and education."},"capabilities":["stochastic optimal control","prescriptive analytics","cost-sensitive learning","resource allocation"],"claim_ids":["b-c19","b-c20"],"cv":{"note":"The BIU profile and publication list were inspected; no standalone current CV was verified.","source_ids":["b-s30"],"status":"profile-only","url":null},"external_candidate":{"institution":"Princeton University","name":"Warren Buckler Powell","rationale":"His sequential-decision and optimization-under-uncertainty framework could complement policy design and simulation discipline; no willingness is asserted.","source_ids":["b-s32"],"status":"proposed"},"field":"Machine learning and stochastic decision systems","gaps":["No standalone CV or attributable patent record was verified."],"id":"r24","identity_note":"The BIU engineering page uses Gonen Singer and matches the roster.","identity_status":"verified","name_en":"Gonen Singer","name_he":"גונן זינגר","opportunity":{"contribution":"Formulate sequential decisions, uncertainty models, and interpretable policy comparisons.","first_test":"Build a discrete-event model for one bounded service line and compare three policies on delay, overtime, and unmet demand.","needed_partner":"Hospital or laboratory operations data, simulation engineering, and human-factors evaluation.","rationale":"Hypothesis: predictive models coupled to stochastic control could test staffing, queueing, and resource policies under disruptions.","source_ids":["b-s30","b-s31","b-s32"],"title":"Resilient laboratory and hospital operations digital twin","uncertainty":"Data access, model validity, and operational adoption are unresolved."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"Combines ordinal prediction with mathematical programming for resource-allocation decisions.","kind":"paper","source_ids":["b-s31"],"title":"Resource allocation in ordinal classification problems: A prescriptive framework utilizing machine learning and mathematical programming","year":2024}]},"r25":{"bio":{"source_ids":["b-s34","b-s35"],"text":"Shtern’s public materials describe research in robust and continuous optimization and training in operations research."},"capabilities":["robust optimization","convex optimization","bilevel optimization","optimization under uncertainty"],"claim_ids":["b-c21","b-c22"],"cv":{"note":"A public short CV and link to a fuller resume were found, but the current BIU-versus-Technion affiliation conflict remains unresolved.","source_ids":["b-s35"],"status":"linked","url":"https://shimrits.net.technion.ac.il/short-cv/"},"external_candidate":{"institution":"Massachusetts Institute of Technology","name":"Dimitris Bertsimas","rationale":"His robust optimization, machine learning, and health-analytics work could complement tractable formulations and evaluation; no willingness is asserted.","source_ids":["b-s37"],"status":"proposed"},"field":"Robust and continuous optimization","gaps":["Current institutional affiliation is inconsistent across official BIU and Technion pages.","No attributable patent record was verified."],"id":"r25","identity_note":"The current BIU directory lists Dr. Shimrit Shtern, while a current Technion page labels her an associate professor there. The name mapping is strong, but present institutional role requires reconciliation.","identity_status":"provisional","name_en":"Shimrit Shtern","name_he":"שמרית שטרן","opportunity":{"contribution":"Formulate uncertainty sets, tractable robust counterparts, and sensitivity analysis.","first_test":"Re-optimize a de-identified planning benchmark under registered spatial and capacity perturbations.","needed_partner":"Medical physics, oncology operations, and prospective validation.","rationale":"Hypothesis: spatial uncertainty sets and robust optimization could be extended to jointly stress-test dose plans and resource constraints.","source_ids":["b-s34","b-s36","b-s37"],"title":"Robust radiotherapy and care-capacity planning","uncertainty":"Current institutional affiliation, data access, clinical relevance, and tractability require confirmation."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"Formulates radiotherapy planning with uncertainty sets that incorporate spatial structure; the source lists it as a 2024 IISE Transactions paper and links a preprint copy.","kind":"paper","source_ids":["b-s36"],"title":"Robust Radiotherapy Planning with Spatially Based Uncertainty Sets","year":2024}]},"r26":{"bio":{"source_ids":["b-s38"],"text":"Somekh-Baruch studies information and communication theory, including coding limits, reliability, and mismatched decoding."},"capabilities":["channel coding","mismatched decoding","reliability functions","communication theory"],"claim_ids":["b-c23","b-c24"],"cv":{"note":"The BIU profile and its career/output record were inspected; no standalone current CV was verified.","source_ids":["b-s38"],"status":"profile-only","url":null},"external_candidate":{"institution":"Massachusetts Institute of Technology","name":"Muriel Medard","rationale":"Her network-coding and reliable optical/wireless communication work could complement end-to-end coding architecture and implementation; no willingness is asserted.","source_ids":["b-s39"],"status":"proposed"},"field":"Information theory and channel coding","gaps":["No standalone CV or attributable patent record was verified."],"id":"r26","identity_note":"The BIU research portal uses Anelia Somekh-Baruch and matches the Hebrew roster.","identity_status":"verified","name_en":"Anelia Somekh-Baruch","name_he":"ענליה סומך ברוך","opportunity":{"contribution":"Define channel families, derive bounds, and identify regimes where adaptive decoding is justified.","first_test":"Evaluate a small family of measured link traces against fixed and adaptive coding baselines.","needed_partner":"Experimental communications testbeds and protocol implementation.","rationale":"Hypothesis: reliability-function and mismatched-decoding analysis could guide coding across mixed terrestrial, satellite, optical, or quantum-adjacent links.","source_ids":["b-s38","b-s39"],"title":"Adaptive reliability bounds for heterogeneous links","uncertainty":"Real channels may violate memoryless or decoder-mismatch assumptions."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"Derives an upper bound for the reliability function of discrete memoryless channels.","kind":"paper","source_ids":["b-s38"],"title":"An Upper Bound on the Reliability Function of Discrete Memoryless Channels","year":2024}]},"r27":{"bio":{"source_ids":["b-s40"],"text":"Fish leads BIU’s EnICS activity and works on low-power integrated circuits, energy-efficient memories, sensors, biomedical circuits, and hardware security."},"capabilities":["low-power SRAM and eDRAM","CMOS image sensors","hardware security","biomedical circuits"],"claim_ids":["b-c25","b-c26"],"cv":{"note":"The institutional biography was inspected; no standalone current CV was verified.","source_ids":["b-s40"],"status":"profile-only","url":null},"external_candidate":{"institution":"ETH Zurich","name":"Onur Mutlu","rationale":"His memory-systems, energy-efficiency, and hardware-security research could complement architecture-level evaluation; no willingness is asserted.","source_ids":["b-s43"],"status":"proposed"},"field":"Energy-efficient VLSI, memory, and hardware security","gaps":["No standalone current CV was verified."],"id":"r27","identity_note":"The BIU source uses Alex Fish and Alexander Fish for the same professor and aligns with the reversed-name Hebrew roster entry.","identity_status":"verified","name_en":"Alex Fish","name_he":"פיש אלכס","opportunity":{"contribution":"Lead memory architecture, circuit-level energy analysis, and physical attack-surface design.","first_test":"Map one fixed bioinformatics kernel to a simulator and compare energy, error sensitivity, and leakage proxies with a conventional memory path.","needed_partner":"Scientific workload architects, compiler support, and security evaluation.","rationale":"Hypothesis: energy-efficient memory circuits and hardware-security methods could support near-memory acceleration of genomics or graph workloads with fault and leakage monitoring.","source_ids":["b-s40","b-s41","b-s43"],"title":"Secure near-memory processing for scientific AI","uncertainty":"Workload benefit, fabrication feasibility, and security properties remain unverified."},"patents":{"note":"The record verifies inventor attribution to the named grant; legal ownership and freedom to operate are not inferred.","records":[{"identifier":"US12261600B2","source_ids":["b-s42"],"title":"Method for mitigation of droop timing errors including a droop detector and dual mode logic","url":"https://patents.google.com/patent/US12261600B2/en"}],"source_ids":["b-s42"],"status":"verified-record"},"works":[{"contribution":"Presents a low-leakage analog readout circuit for planar-Hall-effect magnetic random-access memory and reports an implementation in a 180 nm CMOS process.","kind":"paper","source_ids":["b-s41"],"title":"Analog readout circuit for zero leakage Planar-Hall-Effect-Magnetic-Random- Access-Memory","year":2014}]},"r28":{"bio":{"source_ids":["b-s44","b-s45","b-s46"],"text":"Ernst works on multi-document summarization and fine-grained semantic relations, including proposition-level clustering and alignment."},"capabilities":["proposition-level clustering","summary-source alignment","text fusion","long-document NLP"],"claim_ids":["b-c27","b-c28"],"cv":{"note":"Current BIU staff and research pages were inspected; no standalone current CV was verified.","source_ids":["b-s44","b-s45"],"status":"profile-only","url":null},"external_candidate":{"institution":"University of Edinburgh","name":"Mirella Lapata","rationale":"Her long-context understanding, generation, and probabilistic NLP could complement scalable synthesis and uncertainty handling; no willingness is asserted.","source_ids":["b-s47"],"status":"proposed"},"field":"Multi-document summarization and semantic alignment","gaps":["No standalone current CV or attributable patent record was verified."],"id":"r28","identity_note":"The current BIU staff directory lists Dr. Ori Ernst; the BIU article and ACL record match the same NLP researcher and roster name.","identity_status":"verified","name_en":"Ori Ernst","name_he":"ארנסט אורי","opportunity":{"contribution":"Develop proposition extraction, alignment, contradiction flags, and source-linked summaries.","first_test":"Create a small adjudicated corpus of 50 source documents and measure alignment precision, omission, and provenance retention.","needed_partner":"Information retrieval, domain curation, and human evidence-review workflows.","rationale":"Hypothesis: proposition-level alignment could organize repeated, conflicting, and source-specific claims across long evidence collections.","source_ids":["b-s45","b-s46","b-s47"],"title":"Provenance-aware synthesis of scientific and patent evidence","uncertainty":"Current role details, domain transfer, and reliable contradiction detection require validation."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"Clusters sub-sentential propositions, detects salient content, and fuses representatives for multi-document summarization.","kind":"paper","source_ids":["b-s46"],"title":"Proposition-Level Clustering for Multi-Document Summarization","year":2022}]},"r29":{"bio":{"source_ids":["c-s01","c-s02"],"text":"Faculty researcher in Bar-Ilan engineering whose CV documents work on stochastic multi-project systems, scheduling, service operations and process-oriented decision support."},"capabilities":["stochastic optimization","project scheduling","process modelling","queueing and resource allocation"],"claim_ids":["c-c01","c-c02"],"cv":{"note":"Seven-page academic CV inspected; it provides education and a publication list through 2020, so current appointments and later work still need refresh.","source_ids":["c-s02"],"status":"linked","url":"https://www.eng.biu.ac.il/coheniz2/files/2020/07/IzackCohen_AcademicCV.pdf"},"external_candidate":{"institution":"RWTH Aachen University","name":"Wil van der Aalst","rationale":"His Process and Data Science group supplies process-mining and conformance-checking capability complementary to Cohen's stochastic operations models; this is a proposed match, not evidence of collaboration or willingness.","source_ids":["c-s03"],"status":"proposed"},"field":"industrial engineering, process analytics and operations research","gaps":["A current CV or official profile with post-2020 outputs is needed.","Patent attribution remains unverified."],"id":"r29","identity_note":"The Bar-Ilan faculty page and linked academic CV identify Izack Cohen as a Faculty of Engineering researcher; the Hebrew university feature maps the same faculty member to איציק כהן.","identity_status":"verified","name_en":"Izack Cohen","name_he":"איציק כהן","opportunity":{"contribution":"Define the queueing, resource-allocation and intervention-policy layer.","first_test":"On a synthetic emergency-department event log, compare a baseline schedule with a process-mined stochastic policy on delay, capacity and robustness metrics.","needed_partner":"Process-mining expertise for event-log conformance and drift analysis.","rationale":"Hypothesis: combine Cohen's stochastic process and capacity models with process-mining methods to detect bottlenecks while retaining explicit uncertainty and privacy constraints.","source_ids":["c-s02","c-s03"],"title":"Privacy-preserving hospital flow digital twin","uncertainty":"Access to appropriately governed event traces and generalization from synthetic tests must be confirmed."},"patents":{"note":"No attributable patent record was verified in the bounded name-and-affiliation search; this is not evidence that none exist.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The CV records a process-oriented interpretable decision-tree application to workforce absenteeism.","kind":"paper","source_ids":["c-s02"],"title":"An objective-based entropy approach for interpretable decision tree models in support of human resource management: The case of absenteeism at work","year":2020}]},"r30":{"bio":{"source_ids":["c-s04"],"text":"Senior lecturer in Bar-Ilan engineering working on reliable hardware design and the design and analysis of online, approximation, distributed and local algorithms for networks."},"capabilities":["reliable hardware theory","online algorithms","approximation algorithms","distributed graph algorithms"],"claim_ids":["c-c03","c-c04"],"cv":{"note":"The personal academic page contains a short biography, education and research interests, but no standalone CV was verified.","source_ids":["c-s04"],"status":"profile-only","url":null},"external_candidate":{"institution":"Harvard University","name":"Michael Mitzenmacher","rationale":"Harvard lists Mitzenmacher in algorithms, theory, systems and data science, offering broadly complementary algorithmic and systems depth for a fault-tolerant networking study; the inspected profile does not establish a specific randomized-network-analysis method, and this is only a proposed match.","source_ids":["c-s05"],"status":"proposed"},"field":"fault-tolerant hardware and network algorithms","gaps":["No current standalone CV was located.","A recent representative peer-reviewed paper should be verified from a publisher record.","Patent attribution remains unverified."],"id":"r30","identity_note":"Bar-Ilan's engineering profile links the Hebrew roster name and institutional email to Moti Medina's personal academic page.","identity_status":"verified","name_en":"Moti Medina","name_he":"מוטי מדינה","opportunity":{"contribution":"Design failure models, competitive online routing rules and recovery guarantees.","first_test":"Emulate a 100-node edge network with injected link and memory faults and compare recovery latency and packet loss against static redundancy.","needed_partner":"Complementary algorithms, theory and systems expertise plus empirical network evaluation.","rationale":"Hypothesis: Medina's fault-tolerant hardware and online routing methods could be tested as a joint hardware-algorithm stack for sensor nodes that must continue under component and link failures.","source_ids":["c-s04","c-s05"],"title":"Self-healing edge networks for intermittent sensing","uncertainty":"Hardware platform fit, realistic failure distributions and implementation overhead are unverified."},"patents":{"note":"No attributable patent record was verified in the bounded search; absence is not asserted.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The personal page identifies Medina as co-author of this Cambridge University Press textbook on logic design.","kind":"book","source_ids":["c-s04"],"title":"Digital Logic Design: A Rigorous Approach","year":2012}]},"r31":{"bio":{"source_ids":["c-s06"],"text":"Bar-Ilan engineering faculty member whose official profile describes information-theoretic analysis of multiuser detection, MIMO channels and cooperative wireless networks using random-matrix and statistical-physics tools."},"capabilities":["multiuser detection","MIMO channels","cooperative wireless processing","random-matrix methods"],"claim_ids":["c-c05","c-c06"],"cv":{"note":"The institutional CRIS page provides education and employment history but no standalone CV link was verified.","source_ids":["c-s06"],"status":"profile-only","url":null},"external_candidate":{"institution":"Stony Brook University","name":"Andrea Goldsmith","rationale":"Her official profile describes information theory, communication theory and signal processing for wireless and interconnected systems, complementing Zaidel's sparse multiuser communication focus; no existing relationship is implied.","source_ids":["c-s07"],"status":"proposed"},"field":"wireless communications and information theory","gaps":["The familiar-name mapping בני to Benjamin should be checked against the source spreadsheet owner if legal-name precision matters.","No standalone CV or attributable patent record was verified."],"id":"r31","identity_note":"Bar-Ilan's CRIS record and engineering page identify Benjamin M. Zaidel; the roster's בני is a familiar-form mapping to the faculty record בנימין and is therefore recorded explicitly.","identity_status":"verified","name_en":"Benjamin M. Zaidel","name_he":"בני זיידל","opportunity":{"contribution":"Formulate achievable regions, interference models and cooperative receiver bounds.","first_test":"Model a ward-scale uplink with heterogeneous sensor rates and compare sparse NOMA and orthogonal access under energy and latency constraints.","needed_partner":"Wireless system design spanning information theory and connected sensing applications.","rationale":"Hypothesis: Zaidel's multiuser and cooperative communications models could be paired with adaptive information-theoretic control to study dense, low-power wearable networks.","source_ids":["c-s06","c-s07"],"title":"Adaptive spectrum sharing for clinical wearables","uncertainty":"Clinical radio requirements, channel measurements and translational partners are not yet verified."},"patents":{"note":"No attributable patent record was verified in the bounded search; this does not establish nonexistence.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The institutional record lists Zaidel as co-author of an IEEE Information Theory Workshop paper on an achievable region for sparse non-orthogonal multiple access.","kind":"paper","source_ids":["c-s06"],"title":"Sparse NOMA: An Achievable Region via Random Coordinate Transformations","year":2023}]},"r32":{"bio":{"source_ids":["c-s08"],"text":"Bar-Ilan computer-architecture faculty member with semiconductor entrepreneurship experience whose group develops chip architectures for AI and memory-centric computation."},"capabilities":["computer architecture","content-addressable memory","processing-in-memory","genomics accelerators"],"claim_ids":["c-c07","c-c08"],"cv":{"note":"The group homepage provides a professional biography and publication navigation; no standalone current CV was verified.","source_ids":["c-s08"],"status":"profile-only","url":null},"external_candidate":{"institution":"ETH Zurich","name":"Onur Mutlu","rationale":"Mutlu's official research page documents processing-in-memory and genome-analysis systems, creating a methodologically close but independently benchmarkable match; no willingness or current collaboration is asserted.","source_ids":["c-s11"],"status":"proposed"},"field":"computer architecture, chip design and processing-in-memory","gaps":["No current standalone CV was verified.","Patent-family scope and legal ownership were not investigated.","The independent reviewer could not reopen the lab overview and publication-list sources. Their original observations remain available, but expertise-claim review is pending and the future-direction claim has partial review coverage."],"id":"r32","identity_note":"The Bar-Ilan Computer Architecture Development Group page identifies Leonid Yavits with the engineering department and matches the Hebrew roster transliteration.","identity_status":"verified","name_en":"Leonid Yavits","name_he":"לאוניד יביץ","opportunity":{"contribution":"Develop the associative-memory architecture and hardware workload mapping.","first_test":"Implement a trace-driven prototype on public pathogen reads and measure energy proxy, latency and classification fidelity against CPU and GPU baselines.","needed_partner":"Independent memory-system methodology and reproducible workload benchmarking.","rationale":"Hypothesis: Yavits's content-addressable and genomics-accelerator work could be benchmarked with an external memory-systems group on auditable, low-energy sequence triage.","source_ids":["c-s09","c-s11"],"title":"Energy-bounded pathogen surveillance accelerator","uncertainty":"Clinical validity, fabrication feasibility, dataset governance and patent landscape need separate review."},"patents":{"note":"Bar-Ilan's institutional record attributes the listed US patent to Leonid Yavits and co-inventors; current ownership and freedom-to-operate were not assessed.","records":[{"identifier":"US10878906B2","source_ids":["c-s10"],"title":"Resistive address decoder and virtually addressed memory","url":"https://patents.google.com/patent/US10878906B2/en"}],"source_ids":["c-s10"],"status":"verified-record"},"works":[{"contribution":"The group publication list records a Bioinformatics paper applying a vision-transformer approach to low-coverage viral lineage assignment.","kind":"paper","source_ids":["c-s09"],"title":"ViTAL: Vision TrAnsformer based Low coverage SARS-CoV-2 lineage assignment","year":2024}]},"r33":{"bio":{"source_ids":["c-s12"],"text":"Bar-Ilan engineering faculty member developing mathematical and machine-learning methods for communications, localization, distributed sensing and compression."},"capabilities":["statistical signal processing","localization","distributed sensing","RF source separation","goal-oriented compression"],"claim_ids":["c-c09","c-c10"],"cv":{"note":"The faculty site includes research areas and selected publications, but no standalone CV was verified.","source_ids":["c-s12","c-s13"],"status":"profile-only","url":null},"external_candidate":{"institution":"Massachusetts Institute of Technology","name":"Gregory Wornell","rationale":"MIT describes Wornell's work across signal processing, statistical inference and architectures for sensing, communication and storage, complementing Weiss's task-oriented compression and localization. Weiss's publication page already shows Wornell as a coauthor, so this proposes a new direction within an existing research connection, not a newly discovered partnership.","source_ids":["c-s13","c-s14"],"status":"proposed"},"field":"machine-learning-enhanced statistical signal processing","gaps":["No standalone CV or attributable patent record was verified.","The 2025 paper should be cross-checked against its publisher record during review.","The existing Weiss-Wornell coauthorship should be mapped before proposing the direction as new work."],"id":"r33","identity_note":"The bilingual Bar-Ilan personal faculty site directly identifies Dr. Amir Weiss in the Faculty of Engineering.","identity_status":"verified","name_en":"Amir Weiss","name_he":"אמיר וייס","opportunity":{"contribution":"Design the estimator, compression objective and uncertainty-aware localization layer.","first_test":"Use a public underwater-acoustics dataset to compare waveform transmission with task-oriented compressed messages on bandwidth, localization error and out-of-distribution drift.","needed_partner":"A complementary signal-and-information architecture team with physical sensing and storage breadth.","rationale":"Hypothesis: Weiss's joint compression-estimation and underwater localization methods could be extended into a field-testable network that transmits only task-relevant signal summaries.","source_ids":["c-s12","c-s13","c-s14"],"title":"Communication-aware multimodal coastal sensing","uncertainty":"Field robustness, sensor calibration and environmental transfer remain unverified."},"patents":{"note":"No attributable patent record was verified in the bounded search; absence is not asserted.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The official publication page lists a joint compression-and-estimation method for distributed systems under communication constraints.","kind":"paper","source_ids":["c-s13"],"title":"Joint Data Compression and Time-Delay Estimation for Distributed Systems via Extremum Encoding","year":2025}]},"r34":{"bio":{"source_ids":["c-s15","c-s16"],"text":"Bar-Ilan engineering professor whose institutional record spans statistical signal processing, wireless systems, distributed learning and robust federated methods."},"capabilities":["distributed learning","wireless resource allocation","game-theoretic signal processing","adversarially robust federated learning"],"claim_ids":["c-c11","c-c12"],"cv":{"note":"A 23-page university-hosted academic CV was inspected; the institutional research portal supplies the more current output list.","source_ids":["c-s16","c-s15"],"status":"linked","url":"https://sites.biu.ac.il/en/node/9571"},"external_candidate":{"institution":"Stony Brook University","name":"Andrea Goldsmith","rationale":"Goldsmith's documented wireless and interconnected-systems research complements Leshem's distributed-learning and spectrum-management methods; this is a proposed match only.","source_ids":["c-s07"],"status":"proposed"},"field":"statistical signal processing, wireless communications and network learning","gaps":["A specific attributable patent record was not inspected.","The linked CV should be reconciled against the newer institutional publication list before formal use."],"id":"r34","identity_note":"The Bar-Ilan research portal and university-hosted CV identify Amir Leshem in the Faculty of Engineering and match the roster spelling.","identity_status":"verified","name_en":"Amir Leshem","name_he":"אמיר לשם","opportunity":{"contribution":"Design the distributed learning, attack model and congestion-aware coordination rule.","first_test":"Simulate heterogeneous radios with congestion, poisoned updates and intermittent links; compare throughput, fairness and attack recovery with non-learning baselines.","needed_partner":"Wireless-system design and information-theoretic performance bounds.","rationale":"Hypothesis: combine Leshem's distributed learning and injection-attack work with information-theoretic wireless-system design to coordinate congested spectrum under unreliable participants.","source_ids":["c-s15","c-s07"],"title":"Adversarially resilient shared-spectrum learning","uncertainty":"Radio realism, threat assumptions and transfer from simulation remain unverified."},"patents":{"note":"The bounded pass did not inspect a specific attributable patent record; no absence claim is made.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The institutional publication list records work on federated-learning robustness against injected data.","kind":"paper","source_ids":["c-s15"],"title":"Mitigating data injection attacks on federated learning","year":2024}]},"r35":{"bio":{"source_ids":["c-s17","c-s18"],"text":"Bar-Ilan physicist working on quantum measurement, nonlocality and time, with the university describing links to sensing, imaging and quantum encryption."},"capabilities":["quantum measurement theory","nonlocality","quantum time","quantum sensing concepts"],"claim_ids":["c-c13","c-c14"],"cv":{"note":"The university feature and research record establish role and work, but no standalone current CV was verified.","source_ids":["c-s17","c-s18"],"status":"profile-only","url":null},"external_candidate":{"institution":"ICFO - The Institute of Photonic Sciences","name":"Morgan W. Mitchell","rationale":"Mitchell's official profile documents atomic quantum optics and ultra-low-field magnetic-resonance sensing, providing the experimental capability needed to test the hypothesis; no collaboration is implied.","source_ids":["c-s19"],"status":"proposed"},"field":"quantum foundations, quantum measurement and quantum engineering","gaps":["The familiar-name mapping Eli to Eliahu should be confirmed by the roster owner.","No standalone CV or attributable patent record was verified."],"id":"r35","identity_note":"The roster form אלי is treated as the familiar form of the official Bar-Ilan name אליהו/Eliahu Cohen; retain this mapping and reconfirm it if legal-name precision matters.","identity_status":"verified","name_en":"Eliahu Cohen","name_he":"אלי כהן","opportunity":{"contribution":"Derive clock-reference error bounds and non-Hermitian models for the sensing protocol.","first_test":"Apply the proposed correction to a simulated atomic-sensor sequence and predefine the conditions under which it reduces calibration error before any benchtop study.","needed_partner":"Atomic quantum-optics instrumentation and low-field sensing experiments.","rationale":"Hypothesis: test whether Cohen's quantum-clock formalism can improve uncertainty accounting in atomic quantum sensors developed by an experimental optics partner.","source_ids":["c-s18","c-s19"],"title":"Quantum-clock correction for ultra-low-field sensing","uncertainty":"The bridge from foundational clock models to measurable sensor improvement is speculative and requires experimental validation."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The institutional record attributes this conference article on quantum-clock uncertainty, non-Hermitian dynamics and temporal nonlocality solely to Eliahu Cohen.","kind":"paper","source_ids":["c-s18"],"title":"Quantum clock frames: Uncertainty relations, non-Hermitian dynamics and nonlocality in time","year":2023}]},"r36":{"bio":{"source_ids":["c-s20","c-s21"],"text":"Bar-Ilan professor and university vice president whose profile spans super-resolution, biomedical optics, nanophotonics and fiber-based sensing."},"capabilities":["super-resolution imaging","biomedical optics","nanophotonics","optical fiber sensing"],"claim_ids":["c-c15","c-c16"],"cv":{"note":"A detailed 100-page academic CV dated 2023 was inspected.","source_ids":["c-s21"],"status":"linked","url":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf"},"external_candidate":{"institution":"University of California, Los Angeles","name":"Aydogan Ozcan","rationale":"Ozcan's official profile documents computational imaging, microscopy, biosensing and mobile-health systems that complement Zalevsky's optical hardware and scattering expertise; this is a proposed match.","source_ids":["c-s22"],"status":"proposed"},"field":"optics, nanophotonics, biomedical imaging and fiber sensing","gaps":["Specific patent records and ownership were not verified despite the profile-level patent count.","The 2026 publication should be checked against its publisher record before citation in a final bibliography."],"id":"r36","identity_note":"The Bar-Ilan profile and university-hosted CV identify Zeev Zalevsky and match the Hebrew roster name.","identity_status":"verified","name_en":"Zeev Zalevsky","name_he":"זאב זלבסקי","opportunity":{"contribution":"Develop the optical front end, scattering model and physical calibration strategy.","first_test":"Use calibrated tissue phantoms and a preregistered held-out set to compare reconstruction error and uncertainty with conventional low-cost imaging.","needed_partner":"Computational imaging, deep-learning reconstruction and mobile microscopy.","rationale":"Hypothesis: combine Zalevsky's scattering-sensitive imaging and biomedical optics with Ozcan's computational microscopy to test robust quantitative sensing on inexpensive hardware.","source_ids":["c-s20","c-s22"],"title":"Passive optical digital twin for low-resource screening","uncertainty":"No diagnostic or clinical performance is established; hardware cost, dataset shift and regulatory fit remain open."},"patents":{"note":"The official profile reports approximately 100 patents, but this bounded pass did not inspect a specific record, family scope or ownership.","records":[],"source_ids":["c-s20"],"status":"reported-only"},"works":[{"contribution":"The dedicated institutional record attributes this peer-reviewed biomedical-optics study to Zalevsky and coauthors and describes a ten-subject feasibility assessment; it does not establish broader clinical performance.","kind":"paper","source_ids":["c-s42"],"title":"Non-contact optical sensing of vocal fold paralysis using speckle pattern analysis","year":2025}]},"r37":{"bio":{"source_ids":["c-s23","c-s24"],"text":"Bar-Ilan engineering faculty member working on online algorithms, learning, scheduling and economic allocation problems."},"capabilities":["online optimization","resource-constrained classification","scheduling","fair allocation and mechanism design"],"claim_ids":["c-c17","c-c18"],"cv":{"note":"A four-page first-party CV was inspected, but its publication list ends in 2020; the personal publication page includes newer work.","source_ids":["c-s25","c-s24"],"status":"linked","url":"https://ilanrcohen.netlify.app/pdfs/CV-IlanRCohen.pdf"},"external_candidate":{"institution":"Stanford University","name":"Alvin E. Roth","rationale":"The institutional biography identifies Roth's market-design and experimental-economics expertise, complementing Cohen's algorithmic scheduling and allocation work; the match is a proposal only.","source_ids":["c-s26"],"status":"proposed"},"field":"online algorithms, machine learning and computational economics","gaps":["The standalone CV is dated and should not be treated as complete after 2020.","No attributable patent record was verified."],"id":"r37","identity_note":"The roster's אילן כהן maps to the Bar-Ilan faculty member whose official pages use Ilan Reuven Cohen; retain the expanded middle name to avoid collision with namesakes.","identity_status":"verified","name_en":"Ilan Reuven Cohen","name_he":"אילן כהן","opportunity":{"contribution":"Design the online mechanism, approximation guarantees and audit metrics.","first_test":"Run preregistered simulations on synthetic and public historical allocation scenarios, comparing efficiency, regret, access equity and strategic manipulation.","needed_partner":"Empirical market design and institution-aware experimental evaluation.","rationale":"Hypothesis: join Cohen's online scheduling and fairness methods with empirical market design to build allocation rules whose efficiency and distributional effects can be stress-tested.","source_ids":["c-s24","c-s26"],"title":"Auditable dynamic allocation for scarce public services","uncertainty":"Institution-specific objectives, causal validity of archival data and stakeholder acceptance are unknown."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The researcher's publication page lists an ICDM 2023 paper joining classification costs with constrained resource allocation.","kind":"paper","source_ids":["c-s24"],"title":"A Hybrid Cost-Sensitive Machine Learning and Optimization Models to Minimize the Resource-Constrained Classification Problem Costs","year":2023}]},"r38":{"bio":{"source_ids":["c-s27"],"text":"Bar-Ilan computer scientist whose official page focuses on cryptography, proof systems and security for modern computation."},"capabilities":["secure multiparty computation","zero-knowledge and proof systems","leakage resilience","format-preserving encryption"],"claim_ids":["c-c19","c-c20"],"cv":{"note":"The official faculty page provides education, appointments and selected outputs, but no standalone current CV was verified.","source_ids":["c-s27"],"status":"profile-only","url":null},"external_candidate":{"institution":"Massachusetts Institute of Technology","name":"Shafi Goldwasser","rationale":"MIT documents Goldwasser's cryptography and security leadership, offering complementary depth for proof-system and adversarial-model review; no willingness or relationship is asserted.","source_ids":["c-s30"],"status":"proposed"},"field":"cryptography, proof systems and leakage-resilient protocols","gaps":["No standalone CV was verified.","Patent legal status, family scope and ownership beyond the opened record were not analyzed."],"id":"r38","identity_note":"The Bar-Ilan faculty page directly identifies Mor Weiss and matches the roster spelling.","identity_status":"verified","name_en":"Mor Weiss","name_he":"מור וייס","opportunity":{"contribution":"Specify the leakage model, distributed primitive and proof composition.","first_test":"Formalize a minimal audit protocol, prove its security in an explicit leakage model and benchmark proof size and verifier cost under adversarial traces.","needed_partner":"Independent zero-knowledge and adversarial protocol analysis at system scale.","rationale":"Hypothesis: apply Weiss's leakage-resilient distributed cryptography to proof-carrying audit records for sensitive multi-party AI workflows, with an external cryptography group challenging the security model.","source_ids":["c-s27","c-s30"],"title":"Leakage-resilient proofs for privacy-preserving AI audits","uncertainty":"Composability, implementation side channels, usability and regulatory acceptance remain untested."},"patents":{"note":"The first-party patent list and opened patent record attribute this IBM-assigned US patent to Mor Weiss and Boris Rozenberg; legal scope and current enforceability were not assessed.","records":[{"identifier":"US9634838B2","source_ids":["c-s28","c-s29"],"title":"Complex format-preserving encryption scheme","url":"https://patents.google.com/patent/US9634838B2/en"}],"source_ids":["c-s28","c-s29"],"status":"verified-record"},"works":[{"contribution":"The official page lists this work on protecting distributed cryptographic primitives against leakage.","kind":"paper","source_ids":["c-s27"],"title":"Protecting Distributed Primitives Against Leakage: Equivocal Secret Sharing and more","year":2025}]},"r39":{"bio":{"source_ids":["c-s31","c-s32"],"text":"Bar-Ilan announced in July 2025 that Shavit would lead a deep-learning laboratory focused on generalization, uncertainty, multimodality and complex data, including biological applications; a separate institutional record verifies her transformer camera-localization work."},"capabilities":["uncertainty-aware deep learning","multimodal representation learning","camera localization","complex biological data modelling"],"claim_ids":["c-c21","c-c22"],"cv":{"note":"Official laboratory and publication pages were verified, but no standalone current CV was found in the bounded pass.","source_ids":["c-s31","c-s32"],"status":"profile-only","url":null},"external_candidate":{"institution":"Massachusetts Institute of Technology","name":"Caroline Uhler","rationale":"Uhler's official profile documents machine learning, statistics, causal inference and gene regulation, complementing Shavit's uncertainty-aware multimodal methods; this is a proposed match only.","source_ids":["c-s33"],"status":"proposed"},"field":"deep learning, uncertainty and multimodal learning for complex data","gaps":["The planned laboratory's current operating status was not independently verified.","No standalone CV or attributable patent record was verified.","A genomics-specific representative publication should be added if this opportunity advances."],"id":"r39","identity_note":"A July 2025 Bar-Ilan announcement and institutional publication record identify Yoli Shavit and match the roster spelling; the announcement describes a lab planned for the 2025-2026 academic year, not independently verified current operations.","identity_status":"verified","name_en":"Yoli Shavit","name_he":"יולי שביט","opportunity":{"contribution":"Develop the multimodal architecture, uncertainty estimation and out-of-distribution evaluation.","first_test":"On a public multimodal omics benchmark, compare predictive calibration and stability across held-out populations before evaluating any mechanistic claim.","needed_partner":"Causal inference, gene regulation and high-dimensional biological validation design.","rationale":"Hypothesis: combine Shavit's uncertainty-aware multimodal learning with Uhler's causal-inference and gene-regulation methods to rank biological hypotheses while exposing calibration limits.","source_ids":["c-s31","c-s33"],"title":"Calibrated multimodal models for genotype-to-phenotype hypothesis generation","uncertainty":"Predictive association would not establish biological causality; dataset shift and wet-lab validation remain unresolved."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The institutional record describes a transformer architecture for multi-scene camera localization evaluated on indoor and outdoor benchmarks.","kind":"paper","source_ids":["c-s32"],"title":"Coarse-to-Fine Multi-Scene Pose Regression With Transformers","year":2023}]},"r40":{"bio":{"source_ids":["c-s34","c-s35"],"text":"Bar-Ilan engineering researcher focused on interference mitigation, estimation theory, spectrum management and signal processing for communications and biology."},"capabilities":["interference mitigation","estimation bounds","cooperative spectrum management","satellite localization"],"claim_ids":["c-c23","c-c24"],"cv":{"note":"Research and publication pages were inspected, but no standalone current CV was verified.","source_ids":["c-s34","c-s35"],"status":"profile-only","url":null},"external_candidate":{"institution":"Stony Brook University","name":"Andrea Goldsmith","rationale":"Goldsmith's official profile covers wireless and interconnected systems and offers complementary architecture depth for Noam's estimation and spectrum methods; this is a proposed match.","source_ids":["c-s07"],"status":"proposed"},"field":"wireless communications, estimation and spectrum management","gaps":["No standalone CV was verified.","The personal site's patent link was not sufficient to verify a specific patent record."],"id":"r40","identity_note":"The Bar-Ilan personal research page and institutional research record identify Dr. Yair Noam and match the Hebrew roster name.","identity_status":"verified","name_en":"Yair Noam","name_he":"יאיר נועם","opportunity":{"contribution":"Formulate the estimator, bounds and cooperative spectrum policy.","first_test":"Simulate partial terrestrial outages with public propagation models and compare localization error, link availability and fairness against terrestrial-only policies.","needed_partner":"Integrated satellite-terrestrial wireless architecture and field-channel validation.","rationale":"Hypothesis: combine Noam's TDOA estimation and spectrum-management methods with broad wireless-system design to localize interference and allocate links when terrestrial infrastructure is degraded.","source_ids":["c-s34","c-s35","c-s07"],"title":"Hybrid satellite-terrestrial interference map for disaster communications","uncertainty":"Real satellite access, emergency-service requirements and propagation transfer are unverified."},"patents":{"note":"The personal site exposes a patent-navigation page, but no specific attributable record was inspected; no absence claim is made.","records":[],"source_ids":["c-s34"],"status":"not-verified"},"works":[{"contribution":"The institutional record lists Noam's work on time-difference-of-arrival estimation with satellites.","kind":"paper","source_ids":["c-s35"],"title":"Asymptotic Performance of TDOA Estimation Using Satellites","year":2022}]},"r41":{"bio":{"source_ids":["c-s36","c-s37"],"text":"Bar-Ilan engineering faculty member working on computational materials, quantum phenomena, nanomaterials, two-dimensional systems and light-matter interactions."},"capabilities":["electronic-structure calculations","density-functional theory","2D material defects","light-matter interactions"],"claim_ids":["c-c25","c-c26"],"cv":{"note":"The official faculty page and supervised-project record establish expertise, but no standalone current CV was verified.","source_ids":["c-s36","c-s37"],"status":"profile-only","url":null},"external_candidate":{"institution":"The University of Texas at Austin","name":"Feliciano Giustino","rationale":"Giustino's official profile documents electronic-structure, electron-phonon, high-performance computing and quantum-materials design expertise complementary to Goldzak Mizrahi's defect modelling; this is a proposed match.","source_ids":["c-s38"],"status":"proposed"},"field":"computational quantum materials and first-principles modelling","gaps":["No standalone CV or attributable patent record was verified.","The representative paper was verified through a university project reference rather than its publisher landing page."],"id":"r41","identity_note":"The roster's תמר גולדזק maps to the official Bar-Ilan name Tamar Goldzak Mizrahi / תמר גולדזק מזרחי; retain the expanded family name.","identity_status":"verified","name_en":"Tamar Goldzak Mizrahi","name_he":"תמר גולדזק","opportunity":{"contribution":"Model defect structures, optical transitions and competing quantum descriptions.","first_test":"Pre-register a small set of 2D defects and compare multiple first-principles methods against published structural and spectroscopic benchmarks.","needed_partner":"Finite-temperature electron-phonon calculations, reproducible HPC workflows and independent method comparison.","rationale":"Hypothesis: combine Goldzak Mizrahi's first-principles defect and light-matter modelling with Giustino's electron-phonon and high-performance materials methods to rank robust room-temperature emitter candidates.","source_ids":["c-s36","c-s37","c-s38"],"title":"Finite-temperature defect atlas for 2D quantum optoelectronics","uncertainty":"Computed rankings may not transfer to synthesis, stability or device performance; experimental validation is absent."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The university project page cites this Physical Review B paper by Tamar Goldzak and coauthors as a foundation for her quantum-device modelling project.","kind":"paper","source_ids":["c-s37"],"title":"Interatomic Coulombic decay in two coupled quantum wells","year":2015}]},"r42":{"bio":{"source_ids":["c-s39","c-s40"],"text":"Bar-Ilan engineering faculty member working on on-chip photonics, quantum and nonlinear optics, metasurfaces and integrated optical devices."},"capabilities":["thin-film lithium-niobate photonics","nonlinear frequency conversion","integrated quantum optics","metasurfaces"],"claim_ids":["c-c27","c-c28"],"cv":{"note":"The official faculty and research-portal pages provide biography and outputs, but no standalone current CV was verified.","source_ids":["c-s39","c-s40"],"status":"profile-only","url":null},"external_candidate":{"institution":"Harvard University","name":"Marko Loncar","rationale":"Harvard documents Loncar's nanoscale-optics and quantum-engineering work, closely complementing Desiatov's integrated nonlinear photonics; prior coauthorship means this is an expansion hypothesis rather than evidence of a new relationship.","source_ids":["c-s41"],"status":"proposed"},"field":"integrated photonics, quantum optics and nonlinear nanophotonics","gaps":["No standalone CV or attributable patent record was verified.","A prior research connection with the proposed external candidate exists and should be mapped before framing this as a new collaboration."],"id":"r42","identity_note":"The Bar-Ilan faculty page and institutional research portal identify Boris Desiatov and match the roster transliteration.","identity_status":"verified","name_en":"Boris Desiatov","name_he":"בוריס דסיאטוב","opportunity":{"contribution":"Develop the nonlinear device, fabrication-uniformity process and integrated optical architecture.","first_test":"Fabricate or model a small device array and measure process variation, conversion bandwidth, loss and repeatability before any sensing-performance claim.","needed_partner":"Quantum-photonic system design and independent device characterization.","rationale":"Hypothesis: combine Desiatov's wafer-scale lithium-niobate frequency mixers with Loncar's nanoscale and quantum photonics to test multiplexed spectroscopy on an integrated platform.","source_ids":["c-s39","c-s40","c-s41"],"title":"Wafer-scale nonlinear photonic array for quantum-enhanced spectroscopy","uncertainty":"Yield, packaging, system noise, application demand and scale economics are unknown."},"patents":{"note":"No attributable patent record was verified in the bounded search.","records":[],"source_ids":[],"status":"not-verified"},"works":[{"contribution":"The official profile lists wafer-scale fabrication work for wavelength-accurate nonlinear mixers in thin-film lithium niobate.","kind":"paper","source_ids":["c-s39","c-s40"],"title":"Wavelength-accurate and wafer-scale process for nonlinear frequency mixers in thin-film lithium niobate","year":2025}]}},"ratings":{"a-c01":{"confidence_ceiling":"high","id":"a-c01","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"a-c02":{"confidence_ceiling":"low","id":"a-c02","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c03":{"confidence_ceiling":"moderate","id":"a-c03","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"a-c04":{"confidence_ceiling":"low","id":"a-c04","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c05":{"confidence_ceiling":"high","id":"a-c05","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"a-c06":{"confidence_ceiling":"low","id":"a-c06","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c07":{"confidence_ceiling":"high","id":"a-c07","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"a-c08":{"confidence_ceiling":"low","id":"a-c08","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c09":{"confidence_ceiling":"moderate","id":"a-c09","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"a-c10":{"confidence_ceiling":"low","id":"a-c10","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c11":{"confidence_ceiling":"high","id":"a-c11","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"a-c12":{"confidence_ceiling":"low","id":"a-c12","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c13":{"confidence_ceiling":"moderate","id":"a-c13","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"a-c14":{"confidence_ceiling":"low","id":"a-c14","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c15":{"confidence_ceiling":"moderate","id":"a-c15","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"a-c16":{"confidence_ceiling":"low","id":"a-c16","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c17":{"confidence_ceiling":"moderate","id":"a-c17","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"a-c18":{"confidence_ceiling":"low","id":"a-c18","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c19":{"confidence_ceiling":"moderate","id":"a-c19","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"a-c20":{"confidence_ceiling":"low","id":"a-c20","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c21":{"confidence_ceiling":"high","id":"a-c21","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"a-c22":{"confidence_ceiling":"low","id":"a-c22","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c23":{"confidence_ceiling":"high","id":"a-c23","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"a-c24":{"confidence_ceiling":"low","id":"a-c24","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c25":{"confidence_ceiling":"high","id":"a-c25","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"a-c26":{"confidence_ceiling":"low","id":"a-c26","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"a-c27":{"confidence_ceiling":"high","id":"a-c27","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"a-c28":{"confidence_ceiling":"low","id":"a-c28","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c01":{"confidence_ceiling":"high","id":"b-c01","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"b-c02":{"confidence_ceiling":"low","id":"b-c02","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c03":{"confidence_ceiling":"moderate","id":"b-c03","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c04":{"confidence_ceiling":"low","id":"b-c04","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c05":{"confidence_ceiling":"moderate","id":"b-c05","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c06":{"confidence_ceiling":"low","id":"b-c06","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c07":{"confidence_ceiling":"high","id":"b-c07","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"b-c08":{"confidence_ceiling":"low","id":"b-c08","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c09":{"confidence_ceiling":"moderate","id":"b-c09","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c10":{"confidence_ceiling":"low","id":"b-c10","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c11":{"confidence_ceiling":"moderate","id":"b-c11","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c12":{"confidence_ceiling":"low","id":"b-c12","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c13":{"confidence_ceiling":"moderate","id":"b-c13","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c14":{"confidence_ceiling":"low","id":"b-c14","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c15":{"confidence_ceiling":"moderate","id":"b-c15","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c16":{"confidence_ceiling":"low","id":"b-c16","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c17":{"confidence_ceiling":"moderate","id":"b-c17","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c18":{"confidence_ceiling":"low","id":"b-c18","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c19":{"confidence_ceiling":"moderate","id":"b-c19","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c20":{"confidence_ceiling":"low","id":"b-c20","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c21":{"confidence_ceiling":"moderate","id":"b-c21","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c22":{"confidence_ceiling":"low","id":"b-c22","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c23":{"confidence_ceiling":"moderate","id":"b-c23","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"b-c24":{"confidence_ceiling":"low","id":"b-c24","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c25":{"confidence_ceiling":"high","id":"b-c25","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"b-c26":{"confidence_ceiling":"low","id":"b-c26","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"b-c27":{"confidence_ceiling":"high","id":"b-c27","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"b-c28":{"confidence_ceiling":"low","id":"b-c28","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c01":{"confidence_ceiling":"moderate","id":"c-c01","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c02":{"confidence_ceiling":"low","id":"c-c02","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c03":{"confidence_ceiling":"moderate","id":"c-c03","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c04":{"confidence_ceiling":"low","id":"c-c04","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c05":{"confidence_ceiling":"moderate","id":"c-c05","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c06":{"confidence_ceiling":"low","id":"c-c06","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c07":{"confidence_ceiling":"moderate","id":"c-c07","reasons":["single-origin-conservative-cap"],"review_status":"pending","unresolved_disagreement":false},"c-c08":{"confidence_ceiling":"low","id":"c-c08","reasons":["support-is-weak-partial-or-inferential"],"review_status":"partial","unresolved_disagreement":false},"c-c09":{"confidence_ceiling":"moderate","id":"c-c09","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c10":{"confidence_ceiling":"low","id":"c-c10","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c11":{"confidence_ceiling":"moderate","id":"c-c11","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c12":{"confidence_ceiling":"low","id":"c-c12","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c13":{"confidence_ceiling":"high","id":"c-c13","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"c-c14":{"confidence_ceiling":"low","id":"c-c14","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c15":{"confidence_ceiling":"moderate","id":"c-c15","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c16":{"confidence_ceiling":"low","id":"c-c16","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c17":{"confidence_ceiling":"moderate","id":"c-c17","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c18":{"confidence_ceiling":"low","id":"c-c18","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c19":{"confidence_ceiling":"high","id":"c-c19","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"c-c20":{"confidence_ceiling":"low","id":"c-c20","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c21":{"confidence_ceiling":"high","id":"c-c21","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"c-c22":{"confidence_ceiling":"low","id":"c-c22","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c23":{"confidence_ceiling":"moderate","id":"c-c23","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c24":{"confidence_ceiling":"low","id":"c-c24","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c25":{"confidence_ceiling":"moderate","id":"c-c25","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c26":{"confidence_ceiling":"low","id":"c-c26","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"c-c27":{"confidence_ceiling":"moderate","id":"c-c27","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"c-c28":{"confidence_ceiling":"low","id":"c-c28","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"f-c01":{"confidence_ceiling":"moderate","id":"f-c01","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c02":{"confidence_ceiling":"moderate","id":"f-c02","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c03":{"confidence_ceiling":"moderate","id":"f-c03","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c04":{"confidence_ceiling":"moderate","id":"f-c04","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c05":{"confidence_ceiling":"moderate","id":"f-c05","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c06":{"confidence_ceiling":"moderate","id":"f-c06","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c07":{"confidence_ceiling":"moderate","id":"f-c07","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c08":{"confidence_ceiling":"moderate","id":"f-c08","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c09":{"confidence_ceiling":"moderate","id":"f-c09","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c10":{"confidence_ceiling":"moderate","id":"f-c10","reasons":["two-independent-high-grade-origin-groups","independent-support-review-incomplete"],"review_status":"partial","unresolved_disagreement":false},"f-c11":{"confidence_ceiling":"moderate","id":"f-c11","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c17":{"confidence_ceiling":"moderate","id":"f-c17","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c18":{"confidence_ceiling":"moderate","id":"f-c18","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c19":{"confidence_ceiling":"moderate","id":"f-c19","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c20":{"confidence_ceiling":"moderate","id":"f-c20","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c21":{"confidence_ceiling":"moderate","id":"f-c21","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"f-c22":{"confidence_ceiling":"moderate","id":"f-c22","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US10002660B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10002660B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US10497410B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10497410B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US10803920B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10803920B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US10811073B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10811073B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US10991421B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US10991421B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US11127455B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US11127455B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US11309008B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US11309008B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US11556145B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US11556145B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US12498854B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US12498854B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US20260105952A1":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US20260105952A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US8531873B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US8531873B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US8773895B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US8773895B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r01-US9691445B2":{"confidence_ceiling":"moderate","id":"pxa-c-r01-US9691445B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r03-US11623025B2":{"confidence_ceiling":"moderate","id":"pxa-c-r03-US11623025B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r04-US20240402165A1":{"confidence_ceiling":"moderate","id":"pxa-c-r04-US20240402165A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r04-WO2022207703A1":{"confidence_ceiling":"moderate","id":"pxa-c-r04-WO2022207703A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US20030054755A1":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US20030054755A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US6005855A":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6005855A","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US6118826A":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6118826A","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US6496543B1":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6496543B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US6600726B1":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6600726B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US6745018B1":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6745018B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US6894988B1":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6894988B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US6928123B2":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6928123B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US6928266B1":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6928266B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US6990082B1":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US6990082B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US7193965B1":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US7193965B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US7239675B2":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US7239675B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US7613171B2":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US7613171B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r06-US8538322B1":{"confidence_ceiling":"moderate","id":"pxa-c-r06-US8538322B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r08-US12269977B2":{"confidence_ceiling":"moderate","id":"pxa-c-r08-US12269977B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r11-US20130010295A1":{"confidence_ceiling":"moderate","id":"pxa-c-r11-US20130010295A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r11-US20240044705A1":{"confidence_ceiling":"moderate","id":"pxa-c-r11-US20240044705A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r13-US10398314B2":{"confidence_ceiling":"high","id":"pxa-c-r13-US10398314B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r13-US10595755B2":{"confidence_ceiling":"moderate","id":"pxa-c-r13-US10595755B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r13-US10724846B2":{"confidence_ceiling":"moderate","id":"pxa-c-r13-US10724846B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r13-US10856739B2":{"confidence_ceiling":"moderate","id":"pxa-c-r13-US10856739B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r13-US11406294B2":{"confidence_ceiling":"moderate","id":"pxa-c-r13-US11406294B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r13-US11737677B2":{"confidence_ceiling":"moderate","id":"pxa-c-r13-US11737677B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r14-US20230257832A1":{"confidence_ceiling":"moderate","id":"pxa-c-r14-US20230257832A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r14-US20240219302A1":{"confidence_ceiling":"moderate","id":"pxa-c-r14-US20240219302A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxa-c-r14-WO2018185672A1":{"confidence_ceiling":"moderate","id":"pxa-c-r14-WO2018185672A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r16-US10421785B2":{"confidence_ceiling":"moderate","id":"pxb-c-r16-US10421785B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r16-US10478132B2":{"confidence_ceiling":"moderate","id":"pxb-c-r16-US10478132B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r16-US12226496B2":{"confidence_ceiling":"moderate","id":"pxb-c-r16-US12226496B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r16-US20240293561A1":{"confidence_ceiling":"moderate","id":"pxb-c-r16-US20240293561A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r16-US20240345080A1":{"confidence_ceiling":"moderate","id":"pxb-c-r16-US20240345080A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r16-US20260091125A1":{"confidence_ceiling":"moderate","id":"pxb-c-r16-US20260091125A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r16-US8268577B2":{"confidence_ceiling":"moderate","id":"pxb-c-r16-US8268577B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r18-US10364457B2":{"confidence_ceiling":"moderate","id":"pxb-c-r18-US10364457B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r18-US10526649B2":{"confidence_ceiling":"moderate","id":"pxb-c-r18-US10526649B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r18-US10995361B2":{"confidence_ceiling":"moderate","id":"pxb-c-r18-US10995361B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r18-US11180804B2":{"confidence_ceiling":"moderate","id":"pxb-c-r18-US11180804B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r19-US11323334B2":{"confidence_ceiling":"moderate","id":"pxb-c-r19-US11323334B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r20-US20250020950A1":{"confidence_ceiling":"moderate","id":"pxb-c-r20-US20250020950A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r21-US9850483B2":{"confidence_ceiling":"moderate","id":"pxb-c-r21-US9850483B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r22-US10474908B2":{"confidence_ceiling":"moderate","id":"pxb-c-r22-US10474908B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r22-US20250087217A1":{"confidence_ceiling":"moderate","id":"pxb-c-r22-US20250087217A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US20020144209A1":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US20020144209A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US20020146074A1":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US20020146074A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US20020157058A1":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US20020157058A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US20220231785A1":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US20220231785A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US5809465A":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US5809465A","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US6023529A":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US6023529A","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US6195638B1":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US6195638B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US6201541B1":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US6201541B1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US7606801B2":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US7606801B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r23-US9122955B2":{"confidence_ceiling":"moderate","id":"pxb-c-r23-US9122955B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r24-US11334799B2":{"confidence_ceiling":"moderate","id":"pxb-c-r24-US11334799B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r24-US20190073620A1":{"confidence_ceiling":"moderate","id":"pxb-c-r24-US20190073620A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US10002660B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10002660B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US10169617B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10169617B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US10497410B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10497410B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US10521530B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10521530B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US10951391B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10951391B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US10991421B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US10991421B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US11023632B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US11023632B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US11127455B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US11127455B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US11321460B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US11321460B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US11586778B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US11586778B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US20090094570A1":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US20090094570A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US20150253502A1":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US20150253502A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US20190187957A1":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US20190187957A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US7990451B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US7990451B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US8161427B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8161427B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US8188767B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8188767B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US8280098B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8280098B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US8531873B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8531873B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US8773895B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US8773895B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxb-c-r27-US9430598B2":{"confidence_ceiling":"moderate","id":"pxb-c-r27-US9430598B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r30-US10411720B2":{"confidence_ceiling":"high","id":"pxc-c-r30-US10411720B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r30-US11520370B2":{"confidence_ceiling":"high","id":"pxc-c-r30-US11520370B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US10996959B2":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US10996959B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20080120675A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080120675A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20080120676A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080120676A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20080174694A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080174694A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20080240093A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080240093A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20080240230A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080240230A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20080260033A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080260033A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20080263621A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20080263621A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20090055005A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20090055005A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20090210155A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20090210155A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US20090235312A1":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US20090235312A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US6385244B1":{"confidence_ceiling":"high","id":"pxc-c-r32-US6385244B1","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US8270479B2":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US8270479B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r32-US9247263B2":{"confidence_ceiling":"moderate","id":"pxc-c-r32-US9247263B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r34-US20110142181A1":{"confidence_ceiling":"high","id":"pxc-c-r34-US20110142181A1","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r34-US7609789B2":{"confidence_ceiling":"high","id":"pxc-c-r34-US7609789B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r34-US7636406B2":{"confidence_ceiling":"high","id":"pxc-c-r34-US7636406B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r34-WO2018198118A1":{"confidence_ceiling":"moderate","id":"pxc-c-r34-WO2018198118A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r35-US20240195834A1":{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20240195834A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r35-US20240232672A1":{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20240232672A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r35-US20240288595A1":{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20240288595A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r35-US20240296361A1":{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20240296361A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r35-US20250365149A1":{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20250365149A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r35-US20250373340A1":{"confidence_ceiling":"moderate","id":"pxc-c-r35-US20250373340A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-US11838104B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-US11838104B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-US12171692B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-US12171692B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-US12519918B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-US12519918B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-US12536611B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-US12536611B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-001":{"confidence_ceiling":"high","id":"pxc-c-r36-cv-001","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-002":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-002","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-003":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-003","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-004":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-004","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-005":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-005","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-006":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-006","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-007":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-007","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-008":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-008","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-009":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-009","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-010":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-010","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-011":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-011","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-012":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-012","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-013":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-013","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-014":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-014","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-015":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-015","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-016":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-016","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-017":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-017","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-018":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-018","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-019":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-019","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-020":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-020","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-021":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-021","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-022":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-022","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-023":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-023","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-024":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-024","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-025":{"confidence_ceiling":"high","id":"pxc-c-r36-cv-025","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-026":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-026","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-027":{"confidence_ceiling":"high","id":"pxc-c-r36-cv-027","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-028":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-028","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-029":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-029","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-030":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-030","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-031":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-031","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-032":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-032","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-033":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-033","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-034":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-034","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-035":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-035","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-036":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-036","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-037":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-037","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-038":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-038","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-039":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-039","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-040":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-040","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-041":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-041","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-042":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-042","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-043":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-043","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-044":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-044","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-045":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-045","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-046":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-046","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-047":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-047","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-048":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-048","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-049":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-049","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-050":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-050","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-051":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-051","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-052":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-052","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-053":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-053","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-054":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-054","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-055":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-055","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-056":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-056","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-057":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-057","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-058":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-058","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-059":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-059","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-060":{"confidence_ceiling":"high","id":"pxc-c-r36-cv-060","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-061":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-061","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-062":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-062","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-063":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-063","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-064":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-064","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-065":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-065","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-066":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-066","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-067":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-067","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-068":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-068","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-069":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-069","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-070":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-070","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-071":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-071","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-072":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-072","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-073":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-073","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-074":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-074","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-075":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-075","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-cv-076":{"confidence_ceiling":"moderate","id":"pxc-c-r36-cv-076","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-pub-US10398314B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US10398314B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-pub-US10595755B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US10595755B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-pub-US10724846B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US10724846B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-pub-US10856739B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US10856739B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-pub-US11406294B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US11406294B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-pub-US11737677B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US11737677B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-pub-US20210063563A1":{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US20210063563A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r36-pub-US9636041B2":{"confidence_ceiling":"moderate","id":"pxc-c-r36-pub-US9636041B2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r39-US12499303B2":{"confidence_ceiling":"high","id":"pxc-c-r39-US12499303B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r39-US20250335549A1":{"confidence_ceiling":"moderate","id":"pxc-c-r39-US20250335549A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r39-US20250335761A1":{"confidence_ceiling":"moderate","id":"pxc-c-r39-US20250335761A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r39-US20250335762A1":{"confidence_ceiling":"moderate","id":"pxc-c-r39-US20250335762A1","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r39-US20260050507A1":{"confidence_ceiling":"high","id":"pxc-c-r39-US20260050507A1","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r40-US10389411B2":{"confidence_ceiling":"high","id":"pxc-c-r40-US10389411B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r40-US20210027857A1":{"confidence_ceiling":"high","id":"pxc-c-r40-US20210027857A1","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r40-US9344162B2":{"confidence_ceiling":"high","id":"pxc-c-r40-US9344162B2","reasons":["two-independent-high-grade-origin-groups"],"review_status":"reviewed","unresolved_disagreement":false},"pxc-c-r42-WO2015151110A2":{"confidence_ceiling":"moderate","id":"pxc-c-r42-WO2015151110A2","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-aalst":{"confidence_ceiling":"moderate","id":"pxe-c-aalst","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-acemoglu":{"confidence_ceiling":"moderate","id":"pxe-c-acemoglu","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-aizenberg":{"confidence_ceiling":"moderate","id":"pxe-c-aizenberg","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-atature":{"confidence_ceiling":"moderate","id":"pxe-c-atature","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-athey":{"confidence_ceiling":"moderate","id":"pxe-c-athey","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-atwater":{"confidence_ceiling":"moderate","id":"pxe-c-atwater","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-autor":{"confidence_ceiling":"moderate","id":"pxe-c-autor","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-bertsimas":{"confidence_ceiling":"moderate","id":"pxe-c-bertsimas","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-boas":{"confidence_ceiling":"moderate","id":"pxe-c-boas","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-boneh":{"confidence_ceiling":"moderate","id":"pxe-c-boneh","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-boyden":{"confidence_ceiling":"moderate","id":"pxe-c-boyden","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-brakerski":{"confidence_ceiling":"moderate","id":"pxe-c-brakerski","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-bronstein":{"confidence_ceiling":"moderate","id":"pxe-c-bronstein","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-brynjolfsson":{"confidence_ceiling":"moderate","id":"pxe-c-brynjolfsson","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-calderbank":{"confidence_ceiling":"moderate","id":"pxe-c-calderbank","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-carley":{"confidence_ceiling":"moderate","id":"pxe-c-carley","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-ceder":{"confidence_ceiling":"moderate","id":"pxe-c-ceder","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-chen":{"confidence_ceiling":"moderate","id":"pxe-c-chen","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-chien":{"confidence_ceiling":"moderate","id":"pxe-c-chien","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-devadas":{"confidence_ceiling":"moderate","id":"pxe-c-devadas","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-dodis":{"confidence_ceiling":"moderate","id":"pxe-c-dodis","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-dudley":{"confidence_ceiling":"moderate","id":"pxe-c-dudley","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-erkip":{"confidence_ceiling":"moderate","id":"pxe-c-erkip","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-gal":{"confidence_ceiling":"moderate","id":"pxe-c-gal","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-galli":{"confidence_ceiling":"moderate","id":"pxe-c-galli","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-giustino":{"confidence_ceiling":"moderate","id":"pxe-c-giustino","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-gladyshev":{"confidence_ceiling":"moderate","id":"pxe-c-gladyshev","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-goldsmith":{"confidence_ceiling":"moderate","id":"pxe-c-goldsmith","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-goldwasser":{"confidence_ceiling":"moderate","id":"pxe-c-goldwasser","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-grey":{"confidence_ceiling":"moderate","id":"pxe-c-grey","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-haeupler":{"confidence_ceiling":"moderate","id":"pxe-c-haeupler","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-hammond":{"confidence_ceiling":"moderate","id":"pxe-c-hammond","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-he":{"confidence_ceiling":"moderate","id":"pxe-c-he","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-ingber":{"confidence_ceiling":"moderate","id":"pxe-c-ingber","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-jackson":{"confidence_ceiling":"moderate","id":"pxe-c-jackson","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-javey":{"confidence_ceiling":"moderate","id":"pxe-c-javey","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-jurafsky":{"confidence_ceiling":"moderate","id":"pxe-c-jurafsky","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-kalai":{"confidence_ceiling":"moderate","id":"pxe-c-kalai","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-langer":{"confidence_ceiling":"moderate","id":"pxe-c-langer","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-lapata":{"confidence_ceiling":"moderate","id":"pxe-c-lapata","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-lewis":{"confidence_ceiling":"moderate","id":"pxe-c-lewis","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-lipson":{"confidence_ceiling":"moderate","id":"pxe-c-lipson","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-loncar":{"confidence_ceiling":"moderate","id":"pxe-c-loncar","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-lysyanskaya":{"confidence_ceiling":"moderate","id":"pxe-c-lysyanskaya","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-manning":{"confidence_ceiling":"moderate","id":"pxe-c-manning","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-marzari":{"confidence_ceiling":"moderate","id":"pxe-c-marzari","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-medard":{"confidence_ceiling":"moderate","id":"pxe-c-medard","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-micali":{"confidence_ceiling":"moderate","id":"pxe-c-micali","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-mitchell":{"confidence_ceiling":"moderate","id":"pxe-c-mitchell","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-mitragotri":{"confidence_ceiling":"moderate","id":"pxe-c-mitragotri","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-mitzenmacher":{"confidence_ceiling":"moderate","id":"pxe-c-mitzenmacher","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-montanari":{"confidence_ceiling":"moderate","id":"pxe-c-montanari","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-mooney":{"confidence_ceiling":"moderate","id":"pxe-c-mooney","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-muller":{"confidence_ceiling":"moderate","id":"pxe-c-muller","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-mutlu":{"confidence_ceiling":"moderate","id":"pxe-c-mutlu","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-nguyen":{"confidence_ceiling":"moderate","id":"pxe-c-nguyen","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-nikolic":{"confidence_ceiling":"moderate","id":"pxe-c-nikolic","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-nuzzo":{"confidence_ceiling":"moderate","id":"pxe-c-nuzzo","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-ozcan":{"confidence_ceiling":"moderate","id":"pxe-c-ozcan","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-pachter":{"confidence_ceiling":"moderate","id":"pxe-c-pachter","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-persson":{"confidence_ceiling":"moderate","id":"pxe-c-persson","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-piech":{"confidence_ceiling":"moderate","id":"pxe-c-piech","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-powell":{"confidence_ceiling":"moderate","id":"pxe-c-powell","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-quake":{"confidence_ceiling":"moderate","id":"pxe-c-quake","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-rabaey":{"confidence_ceiling":"moderate","id":"pxe-c-rabaey","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-rivest":{"confidence_ceiling":"moderate","id":"pxe-c-rivest","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-roth":{"confidence_ceiling":"moderate","id":"pxe-c-roth","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-rupp":{"confidence_ceiling":"moderate","id":"pxe-c-rupp","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-sangiovanni":{"confidence_ceiling":"moderate","id":"pxe-c-sangiovanni","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-satija":{"confidence_ceiling":"moderate","id":"pxe-c-satija","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-schmidt":{"confidence_ceiling":"moderate","id":"pxe-c-schmidt","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-shao":{"confidence_ceiling":"moderate","id":"pxe-c-shao","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-shaohorn":{"confidence_ceiling":"moderate","id":"pxe-c-shaohorn","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-shekhar":{"confidence_ceiling":"moderate","id":"pxe-c-shekhar","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-c-teichmann":{"confidence_ceiling":"moderate","id":"pxe-c-teichmann","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-tse":{"confidence_ceiling":"moderate","id":"pxe-c-tse","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-uhler":{"confidence_ceiling":"moderate","id":"pxe-c-uhler","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-vaikuntanathan":{"confidence_ceiling":"low","id":"pxe-c-vaikuntanathan","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-vollmer":{"confidence_ceiling":"moderate","id":"pxe-c-vollmer","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-vuckovic":{"confidence_ceiling":"moderate","id":"pxe-c-vuckovic","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-walt":{"confidence_ceiling":"moderate","id":"pxe-c-walt","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-wong":{"confidence_ceiling":"moderate","id":"pxe-c-wong","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-wornell":{"confidence_ceiling":"moderate","id":"pxe-c-wornell","reasons":["single-origin-conservative-cap"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-c-wu":{"confidence_ceiling":"moderate","id":"pxe-c-wu","reasons":["single-origin-conservative-cap"],"review_status":"partial","unresolved_disagreement":false},"pxe-match-r01":{"confidence_ceiling":"low","id":"pxe-match-r01","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r02":{"confidence_ceiling":"low","id":"pxe-match-r02","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r03":{"confidence_ceiling":"low","id":"pxe-match-r03","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r04":{"confidence_ceiling":"low","id":"pxe-match-r04","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r05":{"confidence_ceiling":"low","id":"pxe-match-r05","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r06":{"confidence_ceiling":"low","id":"pxe-match-r06","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r07":{"confidence_ceiling":"low","id":"pxe-match-r07","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r08":{"confidence_ceiling":"low","id":"pxe-match-r08","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r09":{"confidence_ceiling":"low","id":"pxe-match-r09","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r10":{"confidence_ceiling":"low","id":"pxe-match-r10","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r11":{"confidence_ceiling":"low","id":"pxe-match-r11","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r12":{"confidence_ceiling":"low","id":"pxe-match-r12","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r13":{"confidence_ceiling":"low","id":"pxe-match-r13","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r14":{"confidence_ceiling":"low","id":"pxe-match-r14","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r15":{"confidence_ceiling":"low","id":"pxe-match-r15","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r16":{"confidence_ceiling":"low","id":"pxe-match-r16","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r17":{"confidence_ceiling":"low","id":"pxe-match-r17","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r18":{"confidence_ceiling":"low","id":"pxe-match-r18","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r19":{"confidence_ceiling":"low","id":"pxe-match-r19","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r20":{"confidence_ceiling":"low","id":"pxe-match-r20","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r21":{"confidence_ceiling":"low","id":"pxe-match-r21","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r22":{"confidence_ceiling":"low","id":"pxe-match-r22","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r23":{"confidence_ceiling":"low","id":"pxe-match-r23","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r24":{"confidence_ceiling":"low","id":"pxe-match-r24","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r25":{"confidence_ceiling":"low","id":"pxe-match-r25","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r26":{"confidence_ceiling":"low","id":"pxe-match-r26","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r27":{"confidence_ceiling":"low","id":"pxe-match-r27","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r28":{"confidence_ceiling":"low","id":"pxe-match-r28","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r29":{"confidence_ceiling":"low","id":"pxe-match-r29","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r30":{"confidence_ceiling":"low","id":"pxe-match-r30","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r31":{"confidence_ceiling":"low","id":"pxe-match-r31","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r32":{"confidence_ceiling":"low","id":"pxe-match-r32","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r33":{"confidence_ceiling":"low","id":"pxe-match-r33","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r34":{"confidence_ceiling":"low","id":"pxe-match-r34","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r35":{"confidence_ceiling":"low","id":"pxe-match-r35","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r36":{"confidence_ceiling":"low","id":"pxe-match-r36","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r37":{"confidence_ceiling":"low","id":"pxe-match-r37","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r38":{"confidence_ceiling":"low","id":"pxe-match-r38","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r39":{"confidence_ceiling":"low","id":"pxe-match-r39","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r40":{"confidence_ceiling":"low","id":"pxe-match-r40","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r41":{"confidence_ceiling":"low","id":"pxe-match-r41","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false},"pxe-match-r42":{"confidence_ceiling":"low","id":"pxe-match-r42","reasons":["support-is-weak-partial-or-inferential"],"review_status":"reviewed","unresolved_disagreement":false}},"rejected":[],"source_ratings":{"a-s01":{"credibility_inputs":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile, partly self-reported.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s01"},"a-s02":{"credibility_inputs":{"expertise":{"rationale":"Direct bibliographic record.","score":3},"method":{"rationale":"Structured metadata without full prosecution history.","score":2},"provenance":{"rationale":"Official university research record.","score":3}},"credibility_rating":"moderate","id":"a-s02"},"a-s03":{"credibility_inputs":{"expertise":{"rationale":"Authoritative for record metadata, not research quality.","score":2},"method":{"rationale":"Identifier and inventor fields are directly inspectable.","score":3},"provenance":{"rationale":"Aggregated official patent bibliographic record.","score":3}},"credibility_rating":"moderate","id":"a-s03"},"a-s04":{"credibility_inputs":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"credibility_rating":"moderate","id":"a-s04"},"a-s05":{"credibility_inputs":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s05"},"a-s06":{"credibility_inputs":{"expertise":{"rationale":"Directly relevant peer-reviewed output.","score":3},"method":{"rationale":"Bibliographic and abstract evidence inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"a-s06"},"a-s07":{"credibility_inputs":{"expertise":{"rationale":"First-party lab research description.","score":3},"method":{"rationale":"Detailed program description without independent evaluation.","score":2},"provenance":{"rationale":"Official Harvard Medical School page.","score":3}},"credibility_rating":"moderate","id":"a-s07"},"a-s08":{"credibility_inputs":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and publication links.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s08"},"a-s09":{"credibility_inputs":{"expertise":{"rationale":"Direct research output.","score":3},"method":{"rationale":"Bibliographic and abstract record inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"a-s09"},"a-s10":{"credibility_inputs":{"expertise":{"rationale":"Strong for inventorship metadata.","score":2},"method":{"rationale":"Publication number and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent record.","score":3}},"credibility_rating":"moderate","id":"a-s10"},"a-s11":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"a-s11"},"a-s12":{"credibility_inputs":{"expertise":{"rationale":"Detailed faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s12"},"a-s13":{"credibility_inputs":{"expertise":{"rationale":"Directly relevant peer-reviewed publication.","score":3},"method":{"rationale":"Authorship, date, DOI and abstract were directly inspected.","score":3},"provenance":{"rationale":"Primary publisher bibliographic and abstract record.","score":3}},"credibility_rating":"high","id":"a-s13"},"a-s14":{"credibility_inputs":{"expertise":{"rationale":"Authoritative for bibliographic attribution.","score":2},"method":{"rationale":"Grant identifier and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent record.","score":3}},"credibility_rating":"moderate","id":"a-s14"},"a-s15":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party program description.","score":2},"provenance":{"rationale":"Official Harvard lab site.","score":3}},"credibility_rating":"moderate","id":"a-s15"},"a-s16":{"credibility_inputs":{"expertise":{"rationale":"Strong for identity only; it does not establish professional scope.","score":1},"method":{"rationale":"Very limited profile detail.","score":1},"provenance":{"rationale":"Official university page.","score":3}},"credibility_rating":"low","id":"a-s16"},"a-s17":{"credibility_inputs":{"expertise":{"rationale":"Direct event attribution, not a research profile.","score":2},"method":{"rationale":"Specific institutional report.","score":2},"provenance":{"rationale":"Official faculty news page.","score":3}},"credibility_rating":"moderate","id":"a-s17"},"a-s18":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and program description.","score":3},"method":{"rationale":"Institutional narrative with concrete roles.","score":2},"provenance":{"rationale":"Official Stanford profile.","score":3}},"credibility_rating":"moderate","id":"a-s18"},"a-s19":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"First-party summary with limited dating.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"a-s19"},"a-s20":{"credibility_inputs":{"expertise":{"rationale":"Direct technical contribution.","score":3},"method":{"rationale":"Methods and simulation claims are available in the paper.","score":3},"provenance":{"rationale":"Full journal article hosted by the university.","score":3}},"credibility_rating":"high","id":"a-s20"},"a-s21":{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"credibility_rating":"moderate","id":"a-s21"},"a-s22":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s22"},"a-s23":{"credibility_inputs":{"expertise":{"rationale":"Directly relevant scholarly output.","score":3},"method":{"rationale":"Bibliographic and abstract evidence inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"a-s23"},"a-s24":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official Stanford research-center page.","score":3}},"credibility_rating":"moderate","id":"a-s24"},"a-s25":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile; patent statement lacks record detail.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s25"},"a-s26":{"credibility_inputs":{"expertise":{"rationale":"Specific research report tied to a paper.","score":3},"method":{"rationale":"Institutional summary rather than full paper.","score":2},"provenance":{"rationale":"Official faculty publication.","score":3}},"credibility_rating":"moderate","id":"a-s26"},"a-s27":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university quantum initiative page.","score":3}},"credibility_rating":"moderate","id":"a-s27"},"a-s28":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s28"},"a-s29":{"credibility_inputs":{"expertise":{"rationale":"Direct project and publication listing.","score":3},"method":{"rationale":"Citation-level evidence, not full paper review.","score":2},"provenance":{"rationale":"Official faculty page.","score":3}},"credibility_rating":"moderate","id":"a-s29"},"a-s30":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official university laboratory page.","score":3}},"credibility_rating":"moderate","id":"a-s30"},"a-s31":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s31"},"a-s32":{"credibility_inputs":{"expertise":{"rationale":"Directly relevant research output.","score":3},"method":{"rationale":"Abstract, methods summary and DOI inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"a-s32"},"a-s33":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist and research-program description.","score":3},"method":{"rationale":"Institutional profile narrative with specific research areas.","score":2},"provenance":{"rationale":"Official current university page.","score":3}},"credibility_rating":"moderate","id":"a-s33"},"a-s34":{"credibility_inputs":{"expertise":{"rationale":"Direct lab research description.","score":3},"method":{"rationale":"Detailed first-party overview with recent publications.","score":2},"provenance":{"rationale":"Official university laboratory site.","score":3}},"credibility_rating":"moderate","id":"a-s34"},"a-s35":{"credibility_inputs":{"expertise":{"rationale":"Direct technical work by the named researcher.","score":3},"method":{"rationale":"Abstract inspected; journal version was not separately reviewed.","score":2},"provenance":{"rationale":"Author-submitted scholarly repository.","score":2}},"credibility_rating":"moderate","id":"a-s35"},"a-s36":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"Institutional summary.","score":2},"provenance":{"rationale":"Official research-institute page.","score":3}},"credibility_rating":"moderate","id":"a-s36"},"a-s37":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s37"},"a-s38":{"credibility_inputs":{"expertise":{"rationale":"Directly relevant technical output.","score":3},"method":{"rationale":"Preprint abstract inspected; independent review status not established here.","score":2},"provenance":{"rationale":"Author-submitted scholarly repository.","score":2}},"credibility_rating":"moderate","id":"a-s38"},"a-s39":{"credibility_inputs":{"expertise":{"rationale":"Strong for inventorship metadata.","score":2},"method":{"rationale":"Publication number and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent bibliographic record.","score":3}},"credibility_rating":"moderate","id":"a-s39"},"a-s40":{"credibility_inputs":{"expertise":{"rationale":"Direct publication record for the candidate lab.","score":3},"method":{"rationale":"Bibliographic list rather than full profile review.","score":2},"provenance":{"rationale":"Official Columbia research-group site.","score":3}},"credibility_rating":"moderate","id":"a-s40"},"a-s41":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s41"},"a-s42":{"credibility_inputs":{"expertise":{"rationale":"Direct lab output listing.","score":3},"method":{"rationale":"Bibliographic evidence only.","score":2},"provenance":{"rationale":"Official university laboratory site.","score":3}},"credibility_rating":"moderate","id":"a-s42"},"a-s43":{"credibility_inputs":{"expertise":{"rationale":"Strong for bibliographic attribution.","score":2},"method":{"rationale":"Publication number and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent record.","score":3}},"credibility_rating":"moderate","id":"a-s43"},"a-s44":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"a-s44"},"a-s45":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"a-s45"},"a-s46":{"credibility_inputs":{"expertise":{"rationale":"Direct professional record.","score":3},"method":{"rationale":"Detailed self-reported CV with a clear date.","score":2},"provenance":{"rationale":"CV hosted on official university domain.","score":3}},"credibility_rating":"moderate","id":"a-s46"},"a-s47":{"credibility_inputs":{"expertise":{"rationale":"Direct peer-reviewed research output.","score":3},"method":{"rationale":"Abstract, DOI and bibliographic details inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"a-s47"},"a-s48":{"credibility_inputs":{"expertise":{"rationale":"Strong for bibliographic attribution.","score":2},"method":{"rationale":"Grant identifier and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent record.","score":3}},"credibility_rating":"moderate","id":"a-s48"},"a-s49":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official Harvard institute page.","score":3}},"credibility_rating":"moderate","id":"a-s49"},"b-s01":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s01"},"b-s02":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s02"},"b-s03":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s03"},"b-s04":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s04"},"b-s05":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s05"},"b-s06":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s06"},"b-s07":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s07"},"b-s08":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s08"},"b-s09":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s09"},"b-s10":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s10"},"b-s11":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s11"},"b-s12":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s12"},"b-s13":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s13"},"b-s14":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s14"},"b-s15":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s15"},"b-s16":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s16"},"b-s17":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s17"},"b-s18":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s18"},"b-s19":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s19"},"b-s20":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s20"},"b-s21":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s21"},"b-s22":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s22"},"b-s23":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s23"},"b-s24":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s24"},"b-s25":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s25"},"b-s26":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s26"},"b-s27":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s27"},"b-s28":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s28"},"b-s29":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s29"},"b-s30":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s30"},"b-s31":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s31"},"b-s32":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s32"},"b-s33":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s33"},"b-s34":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s34"},"b-s35":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s35"},"b-s36":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s36"},"b-s37":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s37"},"b-s38":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s38"},"b-s39":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s39"},"b-s40":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s40"},"b-s41":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":2},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"moderate","id":"b-s41"},"b-s42":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s42"},"b-s43":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s43"},"b-s44":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s44"},"b-s45":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s45"},"b-s46":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s46"},"b-s47":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"b-s47"},"c-s01":{"credibility_inputs":{"expertise":{"rationale":"First-party faculty identity page.","score":3},"method":{"rationale":"Direct institutional identification, though sparse.","score":2},"provenance":{"rationale":"Official university faculty domain.","score":3}},"credibility_rating":"moderate","id":"c-s01"},"c-s02":{"credibility_inputs":{"expertise":{"rationale":"Authoritative for the researcher's own record.","score":3},"method":{"rationale":"Detailed bibliographic list but dated and self-reported.","score":2},"provenance":{"rationale":"First-party CV hosted on the faculty site.","score":3}},"credibility_rating":"moderate","id":"c-s02"},"c-s03":{"credibility_inputs":{"expertise":{"rationale":"Direct description of a specialist's role and research.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence, not an empirical study.","score":2},"provenance":{"rationale":"First-party academic page on an RWTH subdomain.","score":3}},"credibility_rating":"moderate","id":"c-s03"},"c-s04":{"credibility_inputs":{"expertise":{"rationale":"Direct account of the researcher's role and work.","score":3},"method":{"rationale":"Specific education and topic details, but self-maintained.","score":2},"provenance":{"rationale":"First-party academic homepage linked by Bar-Ilan.","score":3}},"credibility_rating":"moderate","id":"c-s04"},"c-s05":{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"c-s05"},"c-s06":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured authoritative record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"credibility_rating":"high","id":"c-s06"},"c-s07":{"credibility_inputs":{"expertise":{"rationale":"Institutional biography of a relevant specialist.","score":3},"method":{"rationale":"Suitable for professional matching, not efficacy claims.","score":2},"provenance":{"rationale":"Official university faculty profile.","score":3}},"credibility_rating":"moderate","id":"c-s07"},"c-s08":{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography and research scope.","score":3},"method":{"rationale":"Profile evidence is adequate for identity and expertise.","score":2},"provenance":{"rationale":"First-party lab page on the university site.","score":3}},"credibility_rating":"moderate","id":"c-s08"},"c-s09":{"credibility_inputs":{"expertise":{"rationale":"Specific named research outputs.","score":3},"method":{"rationale":"Structured bibliographic metadata with venues and years.","score":3},"provenance":{"rationale":"Official institutional publication list.","score":3}},"credibility_rating":"high","id":"c-s09"},"c-s10":{"credibility_inputs":{"expertise":{"rationale":"Authoritative for attribution in the university record.","score":3},"method":{"rationale":"Specific inventor, date and publication identifier are given.","score":3},"provenance":{"rationale":"Institutional patent metadata linked to the patent record.","score":3}},"credibility_rating":"high","id":"c-s10"},"c-s11":{"credibility_inputs":{"expertise":{"rationale":"Extensive directly relevant publication record.","score":3},"method":{"rationale":"Specific works, venues and links support the candidate fit.","score":3},"provenance":{"rationale":"First-party academic page on ETH infrastructure.","score":3}},"credibility_rating":"high","id":"c-s11"},"c-s12":{"credibility_inputs":{"expertise":{"rationale":"Direct research-scope statement by the researcher.","score":3},"method":{"rationale":"Detailed profile evidence, not an empirical result.","score":2},"provenance":{"rationale":"First-party university-hosted faculty page.","score":3}},"credibility_rating":"moderate","id":"c-s12"},"c-s13":{"credibility_inputs":{"expertise":{"rationale":"Specific authored outputs in the claimed field.","score":3},"method":{"rationale":"Titles, coauthors, venues and years are listed.","score":3},"provenance":{"rationale":"Official university publication page.","score":3}},"credibility_rating":"high","id":"c-s13"},"c-s14":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"credibility_rating":"moderate","id":"c-s14"},"c-s15":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"credibility_rating":"high","id":"c-s15"},"c-s16":{"credibility_inputs":{"expertise":{"rationale":"Authoritative professional record for the named researcher.","score":3},"method":{"rationale":"Detailed self-reported academic record, complemented by CRIS metadata.","score":2},"provenance":{"rationale":"First-party CV on the university domain.","score":3}},"credibility_rating":"moderate","id":"c-s16"},"c-s17":{"credibility_inputs":{"expertise":{"rationale":"Institutional account of the researcher's role and topics.","score":3},"method":{"rationale":"Suitable for identity and research scope, not proof of application efficacy.","score":2},"provenance":{"rationale":"Official university feature.","score":3}},"credibility_rating":"moderate","id":"c-s17"},"c-s18":{"credibility_inputs":{"expertise":{"rationale":"Specific scholarly research output.","score":3},"method":{"rationale":"Authorship, output type and bibliographic metadata directly support the claim.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"c-s18"},"c-s19":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional profile of the proposed specialist.","score":3},"method":{"rationale":"Profile evidence establishes fit, not project feasibility.","score":2},"provenance":{"rationale":"Official research-institute directory.","score":3}},"credibility_rating":"moderate","id":"c-s19"},"c-s20":{"credibility_inputs":{"expertise":{"rationale":"Direct account of role, research and output counts.","score":3},"method":{"rationale":"Strong for scope; the aggregate patent count is not a substitute for patent records.","score":2},"provenance":{"rationale":"Official university faculty profile.","score":3}},"credibility_rating":"moderate","id":"c-s20"},"c-s21":{"credibility_inputs":{"expertise":{"rationale":"Detailed professional record by the researcher.","score":3},"method":{"rationale":"Extensive self-reported record whose currency is bounded by the file date.","score":2},"provenance":{"rationale":"First-party CV on a university domain.","score":3}},"credibility_rating":"moderate","id":"c-s21"},"c-s22":{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of directly relevant expertise.","score":3},"method":{"rationale":"Appropriate for candidate fit, not validation of the proposed project.","score":2},"provenance":{"rationale":"Official UCLA faculty profile.","score":3}},"credibility_rating":"moderate","id":"c-s22"},"c-s23":{"credibility_inputs":{"expertise":{"rationale":"Direct identity and research-area record.","score":3},"method":{"rationale":"Suitable profile evidence for scope and identity.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"c-s23"},"c-s24":{"credibility_inputs":{"expertise":{"rationale":"Direct description and bibliography for the named researcher.","score":3},"method":{"rationale":"Specific output metadata, though self-maintained.","score":2},"provenance":{"rationale":"First-party academic site linked to the researcher.","score":3}},"credibility_rating":"moderate","id":"c-s24"},"c-s25":{"credibility_inputs":{"expertise":{"rationale":"Direct professional record.","score":3},"method":{"rationale":"Detailed but dated; newer work requires the live publication page.","score":2},"provenance":{"rationale":"First-party CV from the researcher's academic site.","score":3}},"credibility_rating":"moderate","id":"c-s25"},"c-s26":{"credibility_inputs":{"expertise":{"rationale":"Institutional summary of a leading specialist's current role and field.","score":3},"method":{"rationale":"Profile evidence is adequate for candidate fit only.","score":2},"provenance":{"rationale":"Official university biography.","score":3}},"credibility_rating":"moderate","id":"c-s26"},"c-s27":{"credibility_inputs":{"expertise":{"rationale":"Direct professional and publication record.","score":3},"method":{"rationale":"Specific named outputs support the expertise claim.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"credibility_rating":"high","id":"c-s27"},"c-s28":{"credibility_inputs":{"expertise":{"rationale":"Direct first-party attribution.","score":3},"method":{"rationale":"Specific title and date, cross-checked against the patent record.","score":2},"provenance":{"rationale":"Official university-hosted inventor page.","score":3}},"credibility_rating":"moderate","id":"c-s28"},"c-s29":{"credibility_inputs":{"expertise":{"rationale":"Structured patent bibliographic data.","score":3},"method":{"rationale":"Specific identifier, inventors, assignee and date support attribution.","score":3},"provenance":{"rationale":"Public patent-data mirror rather than the issuing office's own page.","score":2}},"credibility_rating":"moderate","id":"c-s29"},"c-s30":{"credibility_inputs":{"expertise":{"rationale":"Institutional account of a directly relevant specialist.","score":3},"method":{"rationale":"Profile evidence supports candidate fit, not the project outcome.","score":2},"provenance":{"rationale":"Official MIT faculty profile.","score":3}},"credibility_rating":"moderate","id":"c-s30"},"c-s31":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of intended laboratory scope.","score":3},"method":{"rationale":"Suitable for announced scope, not proof of current operations or results.","score":2},"provenance":{"rationale":"Official university faculty announcement.","score":3}},"credibility_rating":"moderate","id":"c-s31"},"c-s32":{"credibility_inputs":{"expertise":{"rationale":"Specific peer-reviewed output with DOI and venue.","score":3},"method":{"rationale":"Authorship, abstract, publication date and evaluation scope are explicit.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"c-s32"},"c-s33":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"credibility_rating":"moderate","id":"c-s33"},"c-s34":{"credibility_inputs":{"expertise":{"rationale":"Direct statement of the researcher's topics.","score":3},"method":{"rationale":"Concise scope evidence without result details.","score":2},"provenance":{"rationale":"Official university-hosted faculty page.","score":3}},"credibility_rating":"moderate","id":"c-s34"},"c-s35":{"credibility_inputs":{"expertise":{"rationale":"Specific publication metadata for the named researcher.","score":3},"method":{"rationale":"Named works and dates directly support the capability claim.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"credibility_rating":"high","id":"c-s35"},"c-s36":{"credibility_inputs":{"expertise":{"rationale":"Direct identity, role and research-area evidence.","score":3},"method":{"rationale":"Profile evidence establishes scope but not comparative performance.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"c-s36"},"c-s37":{"credibility_inputs":{"expertise":{"rationale":"Direct supervision and bibliographic evidence in the claimed field.","score":3},"method":{"rationale":"Useful first-party evidence, though the cited paper's publisher page was not inspected.","score":2},"provenance":{"rationale":"Official university teaching and project record.","score":3}},"credibility_rating":"moderate","id":"c-s37"},"c-s38":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant specialization.","score":3},"method":{"rationale":"Candidate-fit evidence rather than project validation.","score":2},"provenance":{"rationale":"Official university faculty directory.","score":3}},"credibility_rating":"moderate","id":"c-s38"},"c-s39":{"credibility_inputs":{"expertise":{"rationale":"Direct research and publication evidence.","score":3},"method":{"rationale":"Specific recent works support the stated capabilities.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"credibility_rating":"high","id":"c-s39"},"c-s40":{"credibility_inputs":{"expertise":{"rationale":"Structured faculty and output metadata.","score":3},"method":{"rationale":"Specific bibliographic records cross-check the faculty page.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"credibility_rating":"high","id":"c-s40"},"c-s41":{"credibility_inputs":{"expertise":{"rationale":"Institutional description of directly relevant photonics expertise.","score":3},"method":{"rationale":"Profile evidence supports candidate fit but not the proposed system outcome.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"c-s41"},"c-s42":{"credibility_inputs":{"expertise":{"rationale":"Specific peer-reviewed output with named authors and DOI.","score":3},"method":{"rationale":"Authorship, abstract, sample size, publication date and bibliographic metadata were inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"c-s42"},"f-s01":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s01"},"f-s02":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s02"},"f-s03":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":2},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"moderate","id":"f-s03"},"f-s04":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s04"},"f-s05":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s05"},"f-s06":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s06"},"f-s07":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s07"},"f-s08":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s08"},"f-s09":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s09"},"f-s10":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s10"},"f-s11":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s11"},"f-s12":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s12"},"f-s13":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s13"},"f-s14":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s14"},"f-s15":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s15"},"f-s16":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s16"},"f-s17":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s17"},"f-s18":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":2},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"moderate","id":"f-s18"},"f-s19":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s19"},"f-s20":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s20"},"f-s21":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"high","id":"f-s21"},"f-s22":{"credibility_inputs":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":2},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"credibility_rating":"moderate","id":"f-s22"},"pxa-s-US10002660B2":{"credibility_inputs":{"expertise":{"rationale":"The publication records the inventors and bibliographic metadata relevant to this bounded attribution.","score":3},"method":{"rationale":"Google Patents reproduction inspected; no patent-office prosecution or current-ownership audit. Family ID describes the source's grouping.","score":2},"provenance":{"rationale":"Identifiable public patent-office publication with directly inspected structured front matter and source locator.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10002660B2"},"pxa-s-US10398314B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10398314B2"},"pxa-s-US10497410B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10497410B2"},"pxa-s-US10595755B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10595755B2"},"pxa-s-US10724846B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10724846B2"},"pxa-s-US10803920B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10803920B2"},"pxa-s-US10811073B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10811073B2"},"pxa-s-US10856739B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10856739B2"},"pxa-s-US10991421B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US10991421B2"},"pxa-s-US11083907B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11083907B2"},"pxa-s-US11127455B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11127455B2"},"pxa-s-US11275083B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11275083B2"},"pxa-s-US11309008B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11309008B2"},"pxa-s-US11406294B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11406294B2"},"pxa-s-US11556145B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11556145B2"},"pxa-s-US11623025B2":{"credibility_inputs":{"expertise":{"rationale":"The publication records the inventors and bibliographic metadata relevant to this bounded attribution.","score":3},"method":{"rationale":"Google Patents reproduction inspected; no patent-office prosecution or current-ownership audit. Family ID describes the source's grouping.","score":2},"provenance":{"rationale":"Identifiable public patent-office publication with directly inspected structured front matter and source locator.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11623025B2"},"pxa-s-US11737677B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US11737677B2"},"pxa-s-US12269977B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US12269977B2"},"pxa-s-US12498854B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US12498854B2"},"pxa-s-US20030054755A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20030054755A1"},"pxa-s-US20130010295A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20130010295A1"},"pxa-s-US20150098697A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20150098697A1"},"pxa-s-US20230257832A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20230257832A1"},"pxa-s-US20240044705A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20240044705A1"},"pxa-s-US20240219302A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20240219302A1"},"pxa-s-US20240402165A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20240402165A1"},"pxa-s-US20260105952A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US20260105952A1"},"pxa-s-US6005855A":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6005855A"},"pxa-s-US6118826A":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6118826A"},"pxa-s-US6496543B1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6496543B1"},"pxa-s-US6600726B1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6600726B1"},"pxa-s-US6745018B1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6745018B1"},"pxa-s-US6894988B1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6894988B1"},"pxa-s-US6928123B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6928123B2"},"pxa-s-US6928266B1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6928266B1"},"pxa-s-US6928266B2":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-US6928266B2"},"pxa-s-US6990082B1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US6990082B1"},"pxa-s-US6990082B2":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-US6990082B2"},"pxa-s-US7193965B1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US7193965B1"},"pxa-s-US7239675B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US7239675B2"},"pxa-s-US7613171B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US7613171B2"},"pxa-s-US8531873B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US8531873B2"},"pxa-s-US8538322B1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US8538322B1"},"pxa-s-US8538322B2":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-US8538322B2"},"pxa-s-US8773895B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US8773895B2"},"pxa-s-US9636041B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US9636041B2"},"pxa-s-US9668672B2":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US9668672B2"},"pxa-s-US9691445B2":{"credibility_inputs":{"expertise":{"rationale":"The publication records the inventors and bibliographic metadata relevant to this bounded attribution.","score":3},"method":{"rationale":"Google Patents reproduction inspected; no patent-office prosecution or current-ownership audit. Family ID describes the source's grouping.","score":2},"provenance":{"rationale":"Identifiable public patent-office publication with directly inspected structured front matter and source locator.","score":3}},"credibility_rating":"moderate","id":"pxa-s-US9691445B2"},"pxa-s-WO2018185672A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-WO2018185672A1"},"pxa-s-WO2022207703A1":{"credibility_inputs":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"credibility_rating":"moderate","id":"pxa-s-WO2022207703A1"},"pxa-s-chalutz-bio":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-chalutz-bio"},"pxa-s-danielli-cv":{"credibility_inputs":{"expertise":{"rationale":"First-party authorship and patent-list identity evidence.","score":3},"method":{"rationale":"Self-reported CV mixes filing, grant and publication dates and includes provisional identifiers; each added public record was separately inspected.","score":2},"provenance":{"rationale":"Researcher's CV hosted on official university domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-danielli-cv"},"pxa-s-erez-bio":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-erez-bio"},"pxa-s-fridman-bio":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-fridman-bio"},"pxa-s-fridman-interstitial":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-fridman-interstitial"},"pxa-s-index-adam-teman":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-index-adam-teman"},"pxa-s-index-amos-danielli":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-index-amos-danielli"},"pxa-s-index-ephraim-zehavi":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-index-ephraim-zehavi"},"pxa-s-index-nisim-nisan-ozana":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxa-s-index-nisim-nisan-ozana"},"pxa-s-orr-bio":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-orr-bio"},"pxa-s-panfil-bio":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-panfil-bio"},"pxa-s-sadia-bio":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-sadia-bio"},"pxa-s-simonovsky-bio":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-simonovsky-bio"},"pxa-s-teman-index":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-teman-index"},"pxa-s-tesler-bio":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-tesler-bio"},"pxa-s-tesler-fau":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-tesler-fau"},"pxa-s-zehavi-bio":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-zehavi-bio"},"pxa-s-zehavi-index":{"credibility_inputs":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"credibility_rating":"moderate","id":"pxa-s-zehavi-index"},"pxb-alon-cv":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-alon-cv"},"pxb-deferred-r19":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxb-deferred-r19"},"pxb-deferred-r22":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxb-deferred-r22"},"pxb-deferred-r23":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxb-deferred-r23"},"pxb-deferred-r28":{"credibility_inputs":null,"credibility_rating":"unassessed","id":"pxb-deferred-r28"},"pxb-fetaya-bio":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-fetaya-bio"},"pxb-fish-bio":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-fish-bio"},"pxb-fish-list":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-fish-list"},"pxb-gold-cv":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-gold-cv"},"pxb-kalisky-list":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-kalisky-list"},"pxb-lewi-list":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-lewi-list"},"pxb-s001":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s001"},"pxb-s002":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s002"},"pxb-s003":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s003"},"pxb-s004":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s004"},"pxb-s005":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s005"},"pxb-s006":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s006"},"pxb-s007":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s007"},"pxb-s008":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s008"},"pxb-s009":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s009"},"pxb-s010":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s010"},"pxb-s011":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s011"},"pxb-s012":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s012"},"pxb-s013":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s013"},"pxb-s014":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s014"},"pxb-s015":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s015"},"pxb-s016":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s016"},"pxb-s017":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s017"},"pxb-s018":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s018"},"pxb-s019":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s019"},"pxb-s020":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s020"},"pxb-s021":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s021"},"pxb-s022":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s022"},"pxb-s023":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s023"},"pxb-s024":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s024"},"pxb-s025":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s025"},"pxb-s026":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s026"},"pxb-s027":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s027"},"pxb-s028":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s028"},"pxb-s029":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s029"},"pxb-s030":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s030"},"pxb-s031":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s031"},"pxb-s032":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s032"},"pxb-s033":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s033"},"pxb-s034":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s034"},"pxb-s035":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s035"},"pxb-s036":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s036"},"pxb-s037":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s037"},"pxb-s038":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s038"},"pxb-s039":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s039"},"pxb-s040":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s040"},"pxb-s041":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s041"},"pxb-s042":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s042"},"pxb-s043":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s043"},"pxb-s044":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s044"},"pxb-s045":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s045"},"pxb-s046":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s046"},"pxb-s047":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s047"},"pxb-s048":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s048"},"pxb-s049":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s049"},"pxb-s050":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s050"},"pxb-s051":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s051"},"pxb-s052":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"credibility_rating":"moderate","id":"pxb-s052"},"pxb-singer-bio":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-singer-bio"},"pxb-somin-bio":{"credibility_inputs":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"credibility_rating":"moderate","id":"pxb-somin-bio"},"pxc-s-US10389411B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US10389411B2"},"pxc-s-US10411720B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US10411720B2"},"pxc-s-US10608002B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US10608002B2"},"pxc-s-US10996959B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US10996959B2"},"pxc-s-US11520370B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US11520370B2"},"pxc-s-US11838104B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US11838104B2"},"pxc-s-US12171692B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12171692B2"},"pxc-s-US12313916B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12313916B2"},"pxc-s-US12499303B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12499303B2"},"pxc-s-US12519918B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12519918B2"},"pxc-s-US12536611B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12536611B2"},"pxc-s-US12547018B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US12547018B2"},"pxc-s-US20080120675A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080120675A1"},"pxc-s-US20080120676A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080120676A1"},"pxc-s-US20080174694A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080174694A1"},"pxc-s-US20080240093A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080240093A1"},"pxc-s-US20080240230A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080240230A1"},"pxc-s-US20080260033A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080260033A1"},"pxc-s-US20080263621A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20080263621A1"},"pxc-s-US20090055005A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20090055005A1"},"pxc-s-US20090210155A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20090210155A1"},"pxc-s-US20090235312A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20090235312A1"},"pxc-s-US20090257581A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20090257581A1"},"pxc-s-US20110142181A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20110142181A1"},"pxc-s-US20210027857A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20210027857A1"},"pxc-s-US20240195834A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20240195834A1"},"pxc-s-US20240232672A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20240232672A1"},"pxc-s-US20240288595A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20240288595A1"},"pxc-s-US20240296361A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20240296361A1"},"pxc-s-US20250335549A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250335549A1"},"pxc-s-US20250335761A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250335761A1"},"pxc-s-US20250335762A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250335762A1"},"pxc-s-US20250365149A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250365149A1"},"pxc-s-US20250373340A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20250373340A1"},"pxc-s-US20260050506A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20260050506A1"},"pxc-s-US20260050507A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20260050507A1"},"pxc-s-US20260064938A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US20260064938A1"},"pxc-s-US6166833A":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US6166833A"},"pxc-s-US6385244B1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US6385244B1"},"pxc-s-US6757329B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US6757329B2"},"pxc-s-US7609789B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US7609789B2"},"pxc-s-US7636406B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US7636406B2"},"pxc-s-US8270479B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US8270479B2"},"pxc-s-US9247263B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US9247263B2"},"pxc-s-US9344162B2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-US9344162B2"},"pxc-s-WO2015151110A2":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-WO2015151110A2"},"pxc-s-WO2018198118A1":{"credibility_inputs":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"credibility_rating":"high","id":"pxc-s-WO2018198118A1"},"pxc-s-amir-bio":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-amir-bio"},"pxc-s-cv-001":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-001"},"pxc-s-cv-002":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-002"},"pxc-s-cv-003":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-003"},"pxc-s-cv-004":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-004"},"pxc-s-cv-005":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-005"},"pxc-s-cv-006":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-006"},"pxc-s-cv-007":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-007"},"pxc-s-cv-008":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-008"},"pxc-s-cv-009":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-009"},"pxc-s-cv-010":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-010"},"pxc-s-cv-011":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-011"},"pxc-s-cv-012":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-012"},"pxc-s-cv-013":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-013"},"pxc-s-cv-014":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-014"},"pxc-s-cv-015":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-015"},"pxc-s-cv-016":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-016"},"pxc-s-cv-017":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-017"},"pxc-s-cv-018":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-018"},"pxc-s-cv-019":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-019"},"pxc-s-cv-020":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-020"},"pxc-s-cv-021":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-021"},"pxc-s-cv-022":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-022"},"pxc-s-cv-023":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-023"},"pxc-s-cv-024":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-024"},"pxc-s-cv-025":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-025"},"pxc-s-cv-026":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-026"},"pxc-s-cv-027":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-027"},"pxc-s-cv-028":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-028"},"pxc-s-cv-029":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-029"},"pxc-s-cv-030":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-030"},"pxc-s-cv-031":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-031"},"pxc-s-cv-032":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-032"},"pxc-s-cv-033":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-033"},"pxc-s-cv-034":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-034"},"pxc-s-cv-035":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-035"},"pxc-s-cv-036":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-036"},"pxc-s-cv-037":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-037"},"pxc-s-cv-038":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-038"},"pxc-s-cv-039":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-039"},"pxc-s-cv-040":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-040"},"pxc-s-cv-041":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-041"},"pxc-s-cv-042":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-042"},"pxc-s-cv-043":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-043"},"pxc-s-cv-044":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-044"},"pxc-s-cv-045":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-045"},"pxc-s-cv-046":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-046"},"pxc-s-cv-047":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-047"},"pxc-s-cv-048":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-048"},"pxc-s-cv-049":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-049"},"pxc-s-cv-050":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-050"},"pxc-s-cv-051":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-051"},"pxc-s-cv-052":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-052"},"pxc-s-cv-053":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-053"},"pxc-s-cv-054":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-054"},"pxc-s-cv-055":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-055"},"pxc-s-cv-056":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-056"},"pxc-s-cv-057":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-057"},"pxc-s-cv-058":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-058"},"pxc-s-cv-059":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-059"},"pxc-s-cv-060":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-060"},"pxc-s-cv-061":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-061"},"pxc-s-cv-062":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-062"},"pxc-s-cv-063":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-063"},"pxc-s-cv-064":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-064"},"pxc-s-cv-065":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-065"},"pxc-s-cv-066":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-066"},"pxc-s-cv-067":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-067"},"pxc-s-cv-068":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-068"},"pxc-s-cv-069":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-069"},"pxc-s-cv-070":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-070"},"pxc-s-cv-071":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-071"},"pxc-s-cv-072":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-072"},"pxc-s-cv-073":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-073"},"pxc-s-cv-074":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-074"},"pxc-s-cv-075":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-075"},"pxc-s-cv-076":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-cv-076"},"pxc-s-ilan-bio":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-ilan-bio"},"pxc-s-izack-bio":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-izack-bio"},"pxc-s-leshem-cv":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-leshem-cv"},"pxc-s-medina-index":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-medina-index"},"pxc-s-mor-index":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-mor-index"},"pxc-s-noam-index":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-noam-index"},"pxc-s-tamar-bio":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-tamar-bio"},"pxc-s-yavits-bio":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-yavits-bio"},"pxc-s-yoli-biu":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-yoli-biu"},"pxc-s-yoli-nvidia":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-yoli-nvidia"},"pxc-s-zaidel-bio":{"credibility_inputs":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"credibility_rating":"moderate","id":"pxc-s-zaidel-bio"},"pxe-s-aalst":{"credibility_inputs":{"expertise":{"rationale":"Direct description of a specialist's role and research.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence, not an empirical study.","score":2},"provenance":{"rationale":"First-party academic page on an RWTH subdomain.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aalst"},"pxe-s-acemoglu":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-acemoglu"},"pxe-s-aizenberg":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party program description.","score":2},"provenance":{"rationale":"Official Harvard lab site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-aizenberg"},"pxe-s-atature":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university quantum initiative page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-atature"},"pxe-s-athey":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-athey"},"pxe-s-atwater":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-atwater"},"pxe-s-autor":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-autor"},"pxe-s-berkeley-directory":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-berkeley-directory"},"pxe-s-bertsimas":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bertsimas"},"pxe-s-boas":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boas"},"pxe-s-boneh":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boneh"},"pxe-s-boyden":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-boyden"},"pxe-s-brakerski":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-brakerski"},"pxe-s-bronstein":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-bronstein"},"pxe-s-brynjolfsson":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official Stanford research-center page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-brynjolfsson"},"pxe-s-calderbank":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-calderbank"},"pxe-s-carley":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-carley"},"pxe-s-ceder":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ceder"},"pxe-s-chen":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-chen"},"pxe-s-devadas":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-devadas"},"pxe-s-dodis":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-dodis"},"pxe-s-dudley":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"Institutional summary.","score":2},"provenance":{"rationale":"Official research-institute page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-dudley"},"pxe-s-erkip":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-erkip"},"pxe-s-gal":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-gal"},"pxe-s-galli":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-galli"},"pxe-s-giustino":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant specialization.","score":3},"method":{"rationale":"Candidate-fit evidence rather than project validation.","score":2},"provenance":{"rationale":"Official university faculty directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-giustino"},"pxe-s-gladyshev":{"credibility_inputs":{"expertise":{"rationale":"First-party lab research description.","score":3},"method":{"rationale":"Detailed program description without independent evaluation.","score":2},"provenance":{"rationale":"Official Harvard Medical School page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-gladyshev"},"pxe-s-goldsmith":{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldsmith"},"pxe-s-goldwasser":{"credibility_inputs":{"expertise":{"rationale":"Institutional account of a directly relevant specialist.","score":3},"method":{"rationale":"Profile evidence supports candidate fit, not the project outcome.","score":2},"provenance":{"rationale":"Official MIT faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-goldwasser"},"pxe-s-grey":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-grey"},"pxe-s-haeupler":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-haeupler"},"pxe-s-hammond":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-hammond"},"pxe-s-he":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official university laboratory page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-he"},"pxe-s-ingber":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ingber"},"pxe-s-jackson":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-jackson"},"pxe-s-jurafsky":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-jurafsky"},"pxe-s-kalai":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-kalai"},"pxe-s-langer":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-langer"},"pxe-s-lapata":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-lapata"},"pxe-s-lewis":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lewis"},"pxe-s-lipson":{"credibility_inputs":{"expertise":{"rationale":"Direct publication record for the candidate lab.","score":3},"method":{"rationale":"Bibliographic list rather than full profile review.","score":2},"provenance":{"rationale":"Official Columbia research-group site.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lipson"},"pxe-s-loncar":{"credibility_inputs":{"expertise":{"rationale":"Institutional description of directly relevant photonics expertise.","score":3},"method":{"rationale":"Profile evidence supports candidate fit but not the proposed system outcome.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-loncar"},"pxe-s-lysyanskaya":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-lysyanskaya"},"pxe-s-manning":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-manning"},"pxe-s-marzari":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-marzari"},"pxe-s-medard":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-medard"},"pxe-s-micali":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-micali"},"pxe-s-mitchell":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional profile of the proposed specialist.","score":3},"method":{"rationale":"Profile evidence establishes fit, not project feasibility.","score":2},"provenance":{"rationale":"Official research-institute directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitchell"},"pxe-s-mitragotri":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitragotri"},"pxe-s-mitzenmacher":{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mitzenmacher"},"pxe-s-montanari":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-montanari"},"pxe-s-mooney":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-mooney"},"pxe-s-mutlu":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-mutlu"},"pxe-s-ozcan":{"credibility_inputs":{"expertise":{"rationale":"Institutional statement of directly relevant expertise.","score":3},"method":{"rationale":"Appropriate for candidate fit, not validation of the proposed project.","score":2},"provenance":{"rationale":"Official UCLA faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-ozcan"},"pxe-s-pachter":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-pachter"},"pxe-s-persson":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-persson"},"pxe-s-piech":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and program description.","score":3},"method":{"rationale":"Institutional narrative with concrete roles.","score":2},"provenance":{"rationale":"Official Stanford profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-piech"},"pxe-s-powell":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-powell"},"pxe-s-quake":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-quake"},"pxe-s-rabaey":{"credibility_inputs":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rabaey"},"pxe-s-rivest":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rivest"},"pxe-s-roth":{"credibility_inputs":{"expertise":{"rationale":"Institutional summary of a leading specialist's current role and field.","score":3},"method":{"rationale":"Profile evidence is adequate for candidate fit only.","score":2},"provenance":{"rationale":"Official university biography.","score":3}},"credibility_rating":"moderate","id":"pxe-s-roth"},"pxe-s-rupp":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist and research-program description.","score":3},"method":{"rationale":"Institutional profile narrative with specific research areas.","score":2},"provenance":{"rationale":"Official current university page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-rupp"},"pxe-s-satija":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-satija"},"pxe-s-schmidt":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-schmidt"},"pxe-s-shaohorn":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-shaohorn"},"pxe-s-teichmann":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-teichmann"},"pxe-s-tse":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-tse"},"pxe-s-uhler":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-uhler"},"pxe-s-vaikuntanathan":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-vaikuntanathan"},"pxe-s-vollmer":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-vollmer"},"pxe-s-vuckovic":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-s-vuckovic"},"pxe-s-walt":{"credibility_inputs":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official Harvard institute page.","score":3}},"credibility_rating":"moderate","id":"pxe-s-walt"},"pxe-s-wong":{"credibility_inputs":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wong"},"pxe-s-wornell":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"credibility_rating":"moderate","id":"pxe-s-wornell"},"pxe-subject-a-s01":{"credibility_inputs":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile, partly self-reported.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s01"},"pxe-subject-a-s05":{"credibility_inputs":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s05"},"pxe-subject-a-s08":{"credibility_inputs":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and publication links.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s08"},"pxe-subject-a-s12":{"credibility_inputs":{"expertise":{"rationale":"Detailed faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s12"},"pxe-subject-a-s16":{"credibility_inputs":{"expertise":{"rationale":"Strong for identity only; it does not establish professional scope.","score":1},"method":{"rationale":"Very limited profile detail.","score":1},"provenance":{"rationale":"Official university page.","score":3}},"credibility_rating":"low","id":"pxe-subject-a-s16"},"pxe-subject-a-s17":{"credibility_inputs":{"expertise":{"rationale":"Direct event attribution, not a research profile.","score":2},"method":{"rationale":"Specific institutional report.","score":2},"provenance":{"rationale":"Official faculty news page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s17"},"pxe-subject-a-s19":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"First-party summary with limited dating.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s19"},"pxe-subject-a-s22":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s22"},"pxe-subject-a-s25":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile; patent statement lacks record detail.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s25"},"pxe-subject-a-s28":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s28"},"pxe-subject-a-s31":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s31"},"pxe-subject-a-s34":{"credibility_inputs":{"expertise":{"rationale":"Direct lab research description.","score":3},"method":{"rationale":"Detailed first-party overview with recent publications.","score":2},"provenance":{"rationale":"Official university laboratory site.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s34"},"pxe-subject-a-s37":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s37"},"pxe-subject-a-s41":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s41"},"pxe-subject-a-s45":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s45"},"pxe-subject-a-s46":{"credibility_inputs":{"expertise":{"rationale":"Direct professional record.","score":3},"method":{"rationale":"Detailed self-reported CV with a clear date.","score":2},"provenance":{"rationale":"CV hosted on official university domain.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-a-s46"},"pxe-subject-b-s01":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s01"},"pxe-subject-b-s04":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s04"},"pxe-subject-b-s08":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s08"},"pxe-subject-b-s11":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s11"},"pxe-subject-b-s12":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s12"},"pxe-subject-b-s15":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s15"},"pxe-subject-b-s16":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s16"},"pxe-subject-b-s18":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s18"},"pxe-subject-b-s19":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s19"},"pxe-subject-b-s21":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s21"},"pxe-subject-b-s24":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s24"},"pxe-subject-b-s26":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s26"},"pxe-subject-b-s27":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s27"},"pxe-subject-b-s30":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s30"},"pxe-subject-b-s31":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s31"},"pxe-subject-b-s34":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s34"},"pxe-subject-b-s35":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s35"},"pxe-subject-b-s38":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s38"},"pxe-subject-b-s40":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s40"},"pxe-subject-b-s44":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s44"},"pxe-subject-b-s45":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s45"},"pxe-subject-b-s46":{"credibility_inputs":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"credibility_rating":"high","id":"pxe-subject-b-s46"},"pxe-subject-c-s01":{"credibility_inputs":{"expertise":{"rationale":"First-party faculty identity page.","score":3},"method":{"rationale":"Direct institutional identification, though sparse.","score":2},"provenance":{"rationale":"Official university faculty domain.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s01"},"pxe-subject-c-s02":{"credibility_inputs":{"expertise":{"rationale":"Authoritative for the researcher's own record.","score":3},"method":{"rationale":"Detailed bibliographic list but dated and self-reported.","score":2},"provenance":{"rationale":"First-party CV hosted on the faculty site.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s02"},"pxe-subject-c-s04":{"credibility_inputs":{"expertise":{"rationale":"Direct account of the researcher's role and work.","score":3},"method":{"rationale":"Specific education and topic details, but self-maintained.","score":2},"provenance":{"rationale":"First-party academic homepage linked by Bar-Ilan.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s04"},"pxe-subject-c-s06":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured authoritative record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s06"},"pxe-subject-c-s08":{"credibility_inputs":{"expertise":{"rationale":"Direct professional biography and research scope.","score":3},"method":{"rationale":"Profile evidence is adequate for identity and expertise.","score":2},"provenance":{"rationale":"First-party lab page on the university site.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s08"},"pxe-subject-c-s12":{"credibility_inputs":{"expertise":{"rationale":"Direct research-scope statement by the researcher.","score":3},"method":{"rationale":"Detailed profile evidence, not an empirical result.","score":2},"provenance":{"rationale":"First-party university-hosted faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s12"},"pxe-subject-c-s15":{"credibility_inputs":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s15"},"pxe-subject-c-s16":{"credibility_inputs":{"expertise":{"rationale":"Authoritative professional record for the named researcher.","score":3},"method":{"rationale":"Detailed self-reported academic record, complemented by CRIS metadata.","score":2},"provenance":{"rationale":"First-party CV on the university domain.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s16"},"pxe-subject-c-s17":{"credibility_inputs":{"expertise":{"rationale":"Institutional account of the researcher's role and topics.","score":3},"method":{"rationale":"Suitable for identity and research scope, not proof of application efficacy.","score":2},"provenance":{"rationale":"Official university feature.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s17"},"pxe-subject-c-s18":{"credibility_inputs":{"expertise":{"rationale":"Specific scholarly research output.","score":3},"method":{"rationale":"Authorship, output type and bibliographic metadata directly support the claim.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s18"},"pxe-subject-c-s20":{"credibility_inputs":{"expertise":{"rationale":"Direct account of role, research and output counts.","score":3},"method":{"rationale":"Strong for scope; the aggregate patent count is not a substitute for patent records.","score":2},"provenance":{"rationale":"Official university faculty profile.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s20"},"pxe-subject-c-s21":{"credibility_inputs":{"expertise":{"rationale":"Detailed professional record by the researcher.","score":3},"method":{"rationale":"Extensive self-reported record whose currency is bounded by the file date.","score":2},"provenance":{"rationale":"First-party CV on a university domain.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s21"},"pxe-subject-c-s23":{"credibility_inputs":{"expertise":{"rationale":"Direct identity and research-area record.","score":3},"method":{"rationale":"Suitable profile evidence for scope and identity.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s23"},"pxe-subject-c-s24":{"credibility_inputs":{"expertise":{"rationale":"Direct description and bibliography for the named researcher.","score":3},"method":{"rationale":"Specific output metadata, though self-maintained.","score":2},"provenance":{"rationale":"First-party academic site linked to the researcher.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s24"},"pxe-subject-c-s27":{"credibility_inputs":{"expertise":{"rationale":"Direct professional and publication record.","score":3},"method":{"rationale":"Specific named outputs support the expertise claim.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s27"},"pxe-subject-c-s31":{"credibility_inputs":{"expertise":{"rationale":"Direct institutional statement of intended laboratory scope.","score":3},"method":{"rationale":"Suitable for announced scope, not proof of current operations or results.","score":2},"provenance":{"rationale":"Official university faculty announcement.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s31"},"pxe-subject-c-s32":{"credibility_inputs":{"expertise":{"rationale":"Specific peer-reviewed output with DOI and venue.","score":3},"method":{"rationale":"Authorship, abstract, publication date and evaluation scope are explicit.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s32"},"pxe-subject-c-s34":{"credibility_inputs":{"expertise":{"rationale":"Direct statement of the researcher's topics.","score":3},"method":{"rationale":"Concise scope evidence without result details.","score":2},"provenance":{"rationale":"Official university-hosted faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s34"},"pxe-subject-c-s35":{"credibility_inputs":{"expertise":{"rationale":"Specific publication metadata for the named researcher.","score":3},"method":{"rationale":"Named works and dates directly support the capability claim.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s35"},"pxe-subject-c-s36":{"credibility_inputs":{"expertise":{"rationale":"Direct identity, role and research-area evidence.","score":3},"method":{"rationale":"Profile evidence establishes scope but not comparative performance.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s36"},"pxe-subject-c-s37":{"credibility_inputs":{"expertise":{"rationale":"Direct supervision and bibliographic evidence in the claimed field.","score":3},"method":{"rationale":"Useful first-party evidence, though the cited paper's publisher page was not inspected.","score":2},"provenance":{"rationale":"Official university teaching and project record.","score":3}},"credibility_rating":"moderate","id":"pxe-subject-c-s37"},"pxe-subject-c-s39":{"credibility_inputs":{"expertise":{"rationale":"Direct research and publication evidence.","score":3},"method":{"rationale":"Specific recent works support the stated capabilities.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s39"},"pxe-subject-c-s40":{"credibility_inputs":{"expertise":{"rationale":"Structured faculty and output metadata.","score":3},"method":{"rationale":"Specific bibliographic records cross-check the faculty page.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"credibility_rating":"high","id":"pxe-subject-c-s40"}},"sources":{"a-s01":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile, partly self-reported.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile overview and research fingerprint","id":"a-s01","location":"https://cris.biu.ac.il/en/persons/adam-teman/","observed":"The institutional profile identifies Teman and connects him to energy-efficient integrated circuits, memories and EnICS.","origin_group":"biu-cris-adam-teman","publication_date":null,"publisher":"Bar-Ilan University","title":"Adam Teman - Bar-Ilan University"},"a-s02":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct bibliographic record.","score":3},"method":{"rationale":"Structured metadata without full prosecution history.","score":2},"provenance":{"rationale":"Official university research record.","score":3}},"evidence_locator":"title, inventors and output type","id":"a-s02","location":"https://cris.biu.ac.il/en/publications/refresh-controller-for-first-in-first-out-memories/","observed":"The record names Adam Teman and Tzachi Noy on a FIFO-memory refresh-controller invention.","origin_group":"biu-cris-adam-teman","publication_date":null,"publisher":"Bar-Ilan University","title":"Refresh Controller for First-In-First-Out Memories"},"a-s03":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Authoritative for record metadata, not research quality.","score":2},"method":{"rationale":"Identifier and inventor fields are directly inspectable.","score":3},"provenance":{"rationale":"Aggregated official patent bibliographic record.","score":3}},"evidence_locator":"bibliographic data and inventor fields","id":"a-s03","location":"https://patents.google.com/patent/US20170294221A1/en","observed":"The patent record names Adam Teman as an inventor and Bar-Ilan University as original assignee.","origin_group":"google-patents-uspto","publication_date":"2017-10-12","publisher":"Google Patents","title":"US20170294221A1 - Transistor gain cell with feedback"},"a-s04":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"evidence_locator":"lines 58-63","id":"a-s04","location":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","observed":"The current official faculty-expertise directory lists Jan M. Rabaey in EECS with sensor networks, integrated circuits, integrated wireless systems, low-power system design and biomedical interfaces.","origin_group":"berkeley-research-faculty-expertise","publication_date":null,"publisher":"University of California, Berkeley","title":"Faculty Expertise - Research UC Berkeley"},"a-s05":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile overview and fingerprints","id":"a-s05","location":"https://cris.biu.ac.il/en/persons/orr-levy/","observed":"The profile identifies Levy and describes biological networks, aging, machine learning, single-cell multi-omics and microbiome research.","origin_group":"biu-cris-orr-levy","publication_date":null,"publisher":"Bar-Ilan University","title":"Orr Levy - Bar-Ilan University"},"a-s06":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Directly relevant peer-reviewed output.","score":3},"method":{"rationale":"Bibliographic and abstract evidence inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"title, authors and abstract","id":"a-s06","location":"https://cris.biu.ac.il/en/publications/inferring-failure-coupling-strength-in-complex-networks-through-g/","observed":"The record attributes to Levy a generative-model method for estimating coupling associated with network failures.","origin_group":"biu-cris-orr-levy","publication_date":null,"publisher":"Bar-Ilan University","title":"Inferring failure coupling strength in complex networks through generative models"},"a-s07":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party lab research description.","score":3},"method":{"rationale":"Detailed program description without independent evaluation.","score":2},"provenance":{"rationale":"Official Harvard Medical School page.","score":3}},"evidence_locator":"research description, lines 52-67","id":"a-s07","location":"https://ogephd.hms.harvard.edu/people/vadim-gladyshev","observed":"The profile describes comparative longevity signatures, intervention screens, machine learning and single-cell aging clocks.","origin_group":"harvard-gladyshev","publication_date":null,"publisher":"Harvard Medical School","title":"Vadim Gladyshev"},"a-s08":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and publication links.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile overview and research fingerprint","id":"a-s08","location":"https://cris.biu.ac.il/en/persons/orit-shefi/","observed":"The institutional profile describes neural engineering, three-dimensional platforms, magnetic cell manipulation and drug delivery.","origin_group":"biu-cris-orit-shefi","publication_date":null,"publisher":"Bar-Ilan University","title":"Orit Shefi - Bar-Ilan University"},"a-s09":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct research output.","score":3},"method":{"rationale":"Bibliographic and abstract record inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"bibliographic record and abstract","id":"a-s09","location":"https://cris.biu.ac.il/en/publications/microtargeted-gene-silencing-and-ectopic-expression-in-live-embry-4/","observed":"The record attributes to Shefi a localized biolistic-delivery method for gene manipulation in live embryos.","origin_group":"biu-cris-orit-shefi","publication_date":null,"publisher":"Bar-Ilan University","title":"Microtargeted gene silencing and ectopic expression in live embryos using biolistic delivery with a pneumatic capillary gun"},"a-s10":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Strong for inventorship metadata.","score":2},"method":{"rationale":"Publication number and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent record.","score":3}},"evidence_locator":"title and inventor fields","id":"a-s10","location":"https://patents.google.com/patent/US20190046692A1/en","observed":"The record names Orit Shefi as an inventor on guided cell-growth methods for tissue repair.","origin_group":"google-patents-uspto","publication_date":"2019-02-14","publisher":"Google Patents","title":"US20190046692A1 - Methods and kits for guiding growth of cells or cell processes for tissue repair"},"a-s11":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"faculty biography and research interests","id":"a-s11","location":"https://bme.ufl.edu/people/faculty/name/christine-schmidt/","observed":"The official profile describes neural regeneration and conductive or natural biomaterials for tissue repair.","origin_group":"ufl-christine-schmidt","publication_date":null,"publisher":"University of Florida","title":"Christine Schmidt - Biomedical Engineering"},"a-s12":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Detailed faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, education and fingerprints","id":"a-s12","location":"https://cris.biu.ac.il/en/persons/alexander-tesler/","observed":"The profile identifies Tesler and documents surface science, wetting, nanostructures and anti-fouling research.","origin_group":"biu-cris-alexander-tesler","publication_date":null,"publisher":"Bar-Ilan University","title":"Alexander Tesler - Bar-Ilan University"},"a-s13":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Directly relevant peer-reviewed publication.","score":3},"method":{"rationale":"Authorship, date, DOI and abstract were directly inspected.","score":3},"provenance":{"rationale":"Primary publisher bibliographic and abstract record.","score":3}},"evidence_locator":"lines 20-38, 95-127 and 392-395","id":"a-s13","location":"https://onlinelibrary.wiley.com/doi/abs/10.1002/cbin.70065","observed":"The publisher record names Alexander B. Tesler as corresponding author, gives DOI 10.1002/cbin.70065 and describes aerophilic and liquid-infused slippery coatings as anti-biofouling approaches.","origin_group":"wiley-cbin-70065","publication_date":"2025-07-31","publisher":"Cell Biology International / Wiley","title":"Anti-Biofouling Coatings Based on Ultra-Slippery Surfaces"},"a-s14":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Authoritative for bibliographic attribution.","score":2},"method":{"rationale":"Grant identifier and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent record.","score":3}},"evidence_locator":"bibliographic data and inventor fields","id":"a-s14","location":"https://patents.google.com/patent/US10330218B2/en","observed":"The record names Alexander Tesler and Joanna Aizenberg as inventors on a tunable antifouling gating mechanism.","origin_group":"google-patents-uspto","publication_date":"2019-06-25","publisher":"Google Patents","title":"US10330218B2 - Fluid-based gating mechanism with tunable multiphase selectivity and antifouling behavior"},"a-s15":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party program description.","score":2},"provenance":{"rationale":"Official Harvard lab site.","score":3}},"evidence_locator":"profile and research areas","id":"a-s15","location":"https://aizenberglab.seas.harvard.edu/people/joanna-aizenberg","observed":"The official lab profile describes biomimetics, surface chemistry, nanofabrication and adaptive materials.","origin_group":"harvard-aizenberg-lab","publication_date":null,"publisher":"Harvard University","title":"Joanna Aizenberg"},"a-s16":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Strong for identity only; it does not establish professional scope.","score":1},"method":{"rationale":"Very limited profile detail.","score":1},"provenance":{"rationale":"Official university page.","score":3}},"evidence_locator":"lines 16-24","id":"a-s16","location":"https://engineering.biu.ac.il/node/14324","observed":"The sparse official page identifies Dr. Alexandra Simonovsky and shows an Alexandra.Litinsky email alias; it does not state a teaching or research role.","origin_group":"biu-engineering-simonovsky","publication_date":null,"publisher":"Bar-Ilan University","title":"Alexandra Simonovsky"},"a-s17":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct event attribution, not a research profile.","score":2},"method":{"rationale":"Specific institutional report.","score":2},"provenance":{"rationale":"Official faculty news page.","score":3}},"evidence_locator":"event description and organizer attribution","id":"a-s17","location":"https://engineering.biu.ac.il/node/14627","observed":"The institutional news item names Simonovsky as a co-lead of the HackAgents event where teams built AI agents.","origin_group":"biu-engineering-hackagents","publication_date":"2026-05-31","publisher":"Bar-Ilan University","title":"A Faculty of Engineering Team Won First Place at the HackAgents BIU 2026 hackathon"},"a-s18":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty and program description.","score":3},"method":{"rationale":"Institutional narrative with concrete roles.","score":2},"provenance":{"rationale":"Official Stanford profile.","score":3}},"evidence_locator":"lines 15-22","id":"a-s18","location":"https://ed.stanford.edu/about/community/christopher-piech","observed":"The Stanford profile identifies Piech as a computer-science and education faculty member who studies learning and co-created a large coding-learning platform.","origin_group":"stanford-chris-piech","publication_date":"2024-09-19","publisher":"Stanford University","title":"Chris Piech"},"a-s19":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"First-party summary with limited dating.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"faculty title and research interests","id":"a-s19","location":"https://engineering.biu.ac.il/en/node/349","observed":"The page identifies Professor Emeritus Ephraim Zehavi and lists wireless communications, coding, MIMO tracking and resource allocation.","origin_group":"biu-engineering-zehavi","publication_date":null,"publisher":"Bar-Ilan University","title":"Ephraim Zehavi"},"a-s20":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct technical contribution.","score":3},"method":{"rationale":"Methods and simulation claims are available in the paper.","score":3},"provenance":{"rationale":"Full journal article hosted by the university.","score":3}},"evidence_locator":"page 1, title, authors and abstract","id":"a-s20","location":"https://www.eng.biu.ac.il/~zehavie1/articals/Performance%20analysis%20of%20a%20multilevel%20coded%20modulation%20system.pdf","observed":"The paper names Ephraim Zehavi and analyzes interleaving, soft limiting and multistage decoding for coded modulation.","origin_group":"ieee-coded-modulation-paper","publication_date":"1994-02-01","publisher":"IEEE Transactions on Communications","title":"Performance Analysis of a Multilevel Coded Modulation System"},"a-s21":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"evidence_locator":"lines 120-149","id":"a-s21","location":"https://www.stonybrook.edu/pres/about/bio.html","observed":"The current official profile identifies Goldsmith as Stony Brook University's president and describes her research in information, communication and control theory, signal processing and wireless systems.","origin_group":"stony-brook-andrea-goldsmith","publication_date":null,"publisher":"Stony Brook University","title":"President Andrea Goldsmith"},"a-s22":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile and research fingerprint","id":"a-s22","location":"https://cris.biu.ac.il/en/persons/hila-chalutz-ben-gal/","observed":"The institutional profile describes People Analytics, organizational networks and AI-related workforce research.","origin_group":"biu-cris-chalutz-ben-gal","publication_date":null,"publisher":"Bar-Ilan University","title":"Hila Chalutz-Ben Gal - Bar-Ilan University"},"a-s23":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Directly relevant scholarly output.","score":3},"method":{"rationale":"Bibliographic and abstract evidence inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"bibliographic record and abstract","id":"a-s23","location":"https://cris.biu.ac.il/en/publications/person-skill-fit-why-a-new-form-of-employee-fit-is-required/","observed":"The record attributes to Chalutz-Ben Gal a framework focused on alignment between worker skills and changing job requirements.","origin_group":"biu-cris-chalutz-ben-gal","publication_date":null,"publisher":"Bar-Ilan University","title":"Person-skill Fit: Why a New Form of Employee Fit is Required"},"a-s24":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official Stanford research-center page.","score":3}},"evidence_locator":"profile and research focus","id":"a-s24","location":"https://digitaleconomy.stanford.edu/person/erik-brynjolfsson/","observed":"The Stanford profile describes Brynjolfsson's work on AI, productivity, work and digital-economy transformation.","origin_group":"stanford-digital-economy-lab","publication_date":null,"publisher":"Stanford Digital Economy Lab","title":"Erik Brynjolfsson"},"a-s25":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile; patent statement lacks record detail.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, research fingerprint and outputs","id":"a-s25","location":"https://cris.biu.ac.il/en/persons/yossef-efraim-panfil/","observed":"The profile identifies Panfil and describes colloidal nanocrystals, controlled spin defects and room-temperature quantum emission; it also reports a patent application without an identifier.","origin_group":"shared-first-party-a-s25","publication_date":null,"publisher":"Bar-Ilan University","title":"Yossef Efraim Panfil - Bar-Ilan University"},"a-s26":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific research report tied to a paper.","score":3},"method":{"rationale":"Institutional summary rather than full paper.","score":2},"provenance":{"rationale":"Official faculty publication.","score":3}},"evidence_locator":"research description and linked paper","id":"a-s26","location":"https://engineering.biu.ac.il/node/14789","observed":"The institutional feature attributes to Panfil's group controlled color-center defects and room-temperature quantum emission in colloidal nanocrystals.","origin_group":"shared-first-party-a-s25","publication_date":"2026-08-25","publisher":"Bar-Ilan University","title":"A step forward in quantum technology: Precise control of quantum properties in nanometric materials"},"a-s27":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university quantum initiative page.","score":3}},"evidence_locator":"research profile","id":"a-s27","location":"https://www.quantum.cam.ac.uk/mete-atature","observed":"The Cambridge profile describes spin-photon interfaces, nanoscale quantum sensors and novel quantum materials or devices.","origin_group":"cambridge-quantum-atature","publication_date":null,"publisher":"University of Cambridge","title":"Mete Atatüre"},"a-s28":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile and research fingerprint","id":"a-s28","location":"https://cris.biu.ac.il/en/persons/yaara-erez/","observed":"The profile identifies Erez and describes neural information processing, human brain networks, neuroimaging and machine learning.","origin_group":"shared-first-party-a-s28","publication_date":null,"publisher":"Bar-Ilan University","title":"Yaara Erez - Bar-Ilan University"},"a-s29":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct project and publication listing.","score":3},"method":{"rationale":"Citation-level evidence, not full paper review.","score":2},"provenance":{"rationale":"Official faculty page.","score":3}},"evidence_locator":"selected publication citation","id":"a-s29","location":"https://engineering.biu.ac.il/node/14309","observed":"The page cites Erez's Cortex paper on high-gamma activity in frontal cognitive-control regions.","origin_group":"shared-first-party-a-s28","publication_date":null,"publisher":"Bar-Ilan University","title":"Research projects - Yaara Erez"},"a-s30":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official university laboratory page.","score":3}},"evidence_locator":"faculty biography and research areas","id":"a-s30","location":"https://www.cmu.edu/bme/helab/People/faculty/bhe.html","observed":"The official profile describes non-invasive BCI, electrophysiological neuroimaging and neuromodulation.","origin_group":"cmu-bin-he","publication_date":null,"publisher":"Carnegie Mellon University","title":"Bin He"},"a-s31":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, fingerprint and outputs","id":"a-s31","location":"https://cris.biu.ac.il/en/persons/yatir-sadia/","observed":"The profile identifies Sadia and connects him to heteroanionic materials, ionic conductivity, thermoelectrics and functional ceramics.","origin_group":"biu-cris-yatir-sadia","publication_date":null,"publisher":"Bar-Ilan University","title":"Yatir Sadia - Bar-Ilan University"},"a-s32":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Directly relevant research output.","score":3},"method":{"rationale":"Abstract, methods summary and DOI inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"lines 20-51 and abstract","id":"a-s32","location":"https://cris.biu.ac.il/en/publications/evidence-of-high-fluorine-ion-conductivity-in-srfsub2sub-rich-srf/","observed":"The peer-reviewed record names Sadia and reports separated ionic and electronic transport measurements in SrF2-TiO2 compounds.","origin_group":"biu-cris-yatir-sadia","publication_date":"2025-05-13","publisher":"Bar-Ilan University","title":"Evidence of High Fluorine Ion Conductivity in SrF2-Rich SrF2-TiO2-Based Compounds"},"a-s33":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist and research-program description.","score":3},"method":{"rationale":"Institutional profile narrative with specific research areas.","score":2},"provenance":{"rationale":"Official current university page.","score":3}},"evidence_locator":"lines 154-167","id":"a-s33","location":"https://www.nat.tum.de/nat/aktuelles/chemie/article/prof-rupp-als-mitglied-der-leopoldina-aufgenommen/","observed":"The official TUM page identifies Jennifer Rupp as chair of solid-state electrolyte chemistry and describes ceramic and glass processing, solid-state materials, energy and information devices, and device prototypes.","origin_group":"tum-jennifer-rupp","publication_date":"2024-04-02","publisher":"Technical University of Munich","title":"Prof. Rupp admitted as a member of the Leopoldina"},"a-s34":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct lab research description.","score":3},"method":{"rationale":"Detailed first-party overview with recent publications.","score":2},"provenance":{"rationale":"Official university laboratory site.","score":3}},"evidence_locator":"lines 15-17 and 43-56","id":"a-s34","location":"https://sites.biu.ac.il/en/fridman-lab","observed":"The lab page names Moti Fridman and describes time lenses, temporal microscopes and cavities, ultrafast lasers, nonlinear fiber and optical neural networks.","origin_group":"biu-fridman-lab","publication_date":null,"publisher":"Bar-Ilan University","title":"Fridman lab"},"a-s35":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct technical work by the named researcher.","score":3},"method":{"rationale":"Abstract inspected; journal version was not separately reviewed.","score":2},"provenance":{"rationale":"Author-submitted scholarly repository.","score":2}},"evidence_locator":"title, authors and abstract","id":"a-s35","location":"https://arxiv.org/abs/1107.2062","observed":"The record names Moti Fridman among the authors and describes an experimental temporal-cloaking demonstration.","origin_group":"arxiv-temporal-cloaking","publication_date":"2011-07-11","publisher":"arXiv","title":"Demonstration of temporal cloaking"},"a-s36":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"Institutional summary.","score":2},"provenance":{"rationale":"Official research-institute page.","score":3}},"evidence_locator":"professional biography and research topics","id":"a-s36","location":"https://www.femto-st.fr/en/The-institute/news/john-dudley-appointed-senior-member-institut-universitaire-de-france","observed":"The institutional profile describes Dudley's nonlinear and ultrafast optics work and research involving AI methods for optical systems.","origin_group":"femto-st-john-dudley","publication_date":null,"publisher":"FEMTO-ST","title":"John Dudley appointed senior member of the Institut Universitaire de France"},"a-s37":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, research fingerprint and outputs","id":"a-s37","location":"https://cris.biu.ac.il/en/persons/miri-blau/","observed":"The profile identifies Blau and describes quantum information, nonlinear optics and integrated photonics.","origin_group":"biu-cris-miri-blau","publication_date":null,"publisher":"Bar-Ilan University","title":"Miri Blau - Bar-Ilan University"},"a-s38":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Directly relevant technical output.","score":3},"method":{"rationale":"Preprint abstract inspected; independent review status not established here.","score":2},"provenance":{"rationale":"Author-submitted scholarly repository.","score":2}},"evidence_locator":"title, authors and abstract","id":"a-s38","location":"https://arxiv.org/abs/2405.02453","observed":"The record includes Miri Blau and presents an N-way frequency beamsplitter for quantum photonic modes.","origin_group":"arxiv-frequency-beamsplitter","publication_date":"2024-05-03","publisher":"arXiv","title":"N-Way Frequency Beamsplitter for Quantum Photonics"},"a-s39":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Strong for inventorship metadata.","score":2},"method":{"rationale":"Publication number and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent bibliographic record.","score":3}},"evidence_locator":"bibliographic data and inventor fields","id":"a-s39","location":"https://patents.google.com/patent/WO2013160902A1/en","observed":"The patent record names Miri Blau and Dan Marom as inventors on mode-division multiplexing.","origin_group":"google-patents-wipo","publication_date":"2013-10-31","publisher":"Google Patents","title":"WO2013160902A1 - System and method for mode division multiplexing"},"a-s40":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct publication record for the candidate lab.","score":3},"method":{"rationale":"Bibliographic list rather than full profile review.","score":2},"provenance":{"rationale":"Official Columbia research-group site.","score":3}},"evidence_locator":"publication list and group context","id":"a-s40","location":"https://lipson.ee.columbia.edu/content/publications","observed":"The official group publication list documents integrated nanophotonics and includes the N-way frequency-beamsplitter work involving Blau.","origin_group":"columbia-lipson-group","publication_date":null,"publisher":"Columbia University","title":"Publications - Lipson Nanophotonics Group"},"a-s41":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, fingerprint and outputs","id":"a-s41","location":"https://cris.biu.ac.il/en/persons/nisan-ozana/","observed":"The profile identifies Ozana and describes neurophotonics, neuroacoustics, optical brain imaging and single-photon sensing.","origin_group":"shared-first-party-a-s41","publication_date":null,"publisher":"Bar-Ilan University","title":"Nisan Ozana - Bar-Ilan University"},"a-s42":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct lab output listing.","score":3},"method":{"rationale":"Bibliographic evidence only.","score":2},"provenance":{"rationale":"Official university laboratory site.","score":3}},"evidence_locator":"publication list","id":"a-s42","location":"https://sites.biu.ac.il/en/optical-acoustical-neuroimaging-lab/research-outputs","observed":"The official lab list includes the 2021 work on superconducting-nanowire single-photon sensing of cerebral blood flow.","origin_group":"shared-first-party-a-s41","publication_date":null,"publisher":"Bar-Ilan University","title":"Research outputs - Optical Acoustical Neuroimaging Lab"},"a-s43":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Strong for bibliographic attribution.","score":2},"method":{"rationale":"Publication number and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent record.","score":3}},"evidence_locator":"bibliographic data and inventor fields","id":"a-s43","location":"https://patents.google.com/patent/US20210063563A1/en","observed":"The record names Nisim Nisan Ozana and Zeev Zalevsky as inventors on a remote-monitoring system.","origin_group":"google-patents-uspto","publication_date":"2021-03-04","publisher":"Google Patents","title":"US20210063563A1 - System and method for remote monitoring"},"a-s44":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"faculty profile and research interests","id":"a-s44","location":"https://www.bu.edu/eng/profile/david-boas-ph-d/","observed":"The official profile describes Boas's neurophotonics, fNIRS, biomedical optics and neurovascular-coupling work.","origin_group":"bu-david-boas","publication_date":null,"publisher":"Boston University","title":"David Boas, PhD"},"a-s45":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, fingerprint and outputs","id":"a-s45","location":"https://cris.biu.ac.il/en/persons/amos-danielli/","observed":"The profile identifies Danielli and describes rapid biomarker detection using optical and magnetic techniques.","origin_group":"shared-first-party-a-s45","publication_date":null,"publisher":"Bar-Ilan University","title":"Amos Danielli - Bar-Ilan University"},"a-s46":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct professional record.","score":3},"method":{"rationale":"Detailed self-reported CV with a clear date.","score":2},"provenance":{"rationale":"CV hosted on official university domain.","score":3}},"evidence_locator":"education, appointments, publications and patents sections","id":"a-s46","location":"https://engineering.biu.ac.il/sites/engineering/files/shared/Amos%20Daniell%20December%202023.pdf","observed":"The official-domain CV documents Danielli's training, appointments, biosensing outputs and a selective patent list through December 2023.","origin_group":"shared-first-party-a-s45","publication_date":"2023-12-01","publisher":"Bar-Ilan University","title":"Curriculum Vitae - Amos Danielli"},"a-s47":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct peer-reviewed research output.","score":3},"method":{"rationale":"Abstract, DOI and bibliographic details inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"lines 7-38 and 93-129","id":"a-s47","location":"https://cris.biu.ac.il/en/publications/chopped-optical-biosensing-enables-temporal-background-subtractio/","observed":"The record names Danielli and describes temporal subtraction of background from magnetic-bead fluorescence, including a bounded serum-sample feasibility assessment.","origin_group":"biu-cris-amos-danielli","publication_date":"2026-08-01","publisher":"Bar-Ilan University","title":"Chopped optical biosensing enables temporal background subtraction for high-sensitivity fluorescence immunoassays"},"a-s48":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Strong for bibliographic attribution.","score":2},"method":{"rationale":"Grant identifier and inventor fields inspected.","score":3},"provenance":{"rationale":"Aggregated official patent record.","score":3}},"evidence_locator":"bibliographic data and inventor fields","id":"a-s48","location":"https://patents.google.com/patent/US8465989B2/en","observed":"The record names Amos Danielli among the inventors on a target-detection method and system.","origin_group":"google-patents-uspto","publication_date":"2013-06-18","publisher":"Google Patents","title":"US8465989B2 - Method and system for detecting a target within a population of molecules"},"a-s49":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official Harvard institute page.","score":3}},"evidence_locator":"faculty biography and research interests","id":"a-s49","location":"https://wyss.harvard.edu/team/core-faculty/david-walt/","observed":"The official profile describes Walt's single-molecule detection, diagnostic technologies and biomarker-assay work.","origin_group":"harvard-wyss-david-walt","publication_date":null,"publisher":"Wyss Institute at Harvard University","title":"David Walt"},"b-s01":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research description","id":"b-s01","location":"https://engineering.biu.ac.il/node/14612","observed":"BIU says Zektzer leads a hybrid quantum photonic chip laboratory combining atoms, molecules, and nanophotonic chips for communication, computing, and sensing.","origin_group":"biu-roy-zektzer","publication_date":null,"publisher":"Bar-Ilan University","title":"Dr. Roy Zektzer joins the Faculty of Engineering"},"b-s02":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Title, author list, abstract, DOI","id":"b-s02","location":"https://jqi.umd.edu/publications/strong-interactions-between-integrated-microresonators-and-alkali-atomic-vapors","observed":"The 2024 Optica record lists Zektzer and reports integrated microresonator interactions with alkali vapor toward single-atom, single-photon operation.","origin_group":"doi-10.1364-optica.525689","publication_date":"2024-01-01","publisher":"Joint Quantum Institute","title":"Strong interactions between integrated microresonators and alkali atomic vapors: towards single-atom, single-photon operation"},"b-s03":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Research overview","id":"b-s03","location":"https://stanford.edu/~jela/","observed":"Vuckovic describes work in integrated quantum photonics, cavity QED, quantum networks and sensors, including heterogeneous photonic platforms.","origin_group":"stanford-vuckovic","publication_date":null,"publisher":"Stanford University","title":"Jelena Vuckovic"},"b-s04":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview and research interests","id":"b-s04","location":"https://cris.biu.ac.il/en/persons/rachela-popovtzer/","observed":"The profile identifies Popovtzer as a professor working in nano-bioengineering and nanomedicine on smart nanoprobes for molecular imaging and targeted therapy.","origin_group":"shared-first-party-b-s04","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Rachela Popovtzer"},"b-s05":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"2017 publication entry","id":"b-s05","location":"https://www.popovtzerlab.com/publications/","observed":"The laboratory publication list includes the 2017 ACS Nano paper on anti-PD-L1 gold nanoparticles for image-guided stratification in cancer immunotherapy.","origin_group":"shared-first-party-b-s04","publication_date":null,"publisher":"Popovtzer Lab","title":"Publications"},"b-s06":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Bibliographic record and inventor list","id":"b-s06","location":"https://patents.google.com/patent/US12569569B2/en","observed":"The record identifies publication US12569569B2, lists Rachela Popovtzer as an inventor, and describes a nano-delivery system for therapeutic and diagnostic use.","origin_group":"patent-us12569569b2","publication_date":"2026-03-10","publisher":"Google Patents","title":"Nano-delivery system and therapeutic and diagnostic use thereof"},"b-s07":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Research description","id":"b-s07","location":"https://ki.mit.edu/people/faculty/paula-hammond","observed":"Hammond develops layer-by-layer polymer systems for staged and tunable nanoparticle drug delivery.","origin_group":"mit-paula-hammond","publication_date":null,"publisher":"MIT Koch Institute","title":"Paula Hammond"},"b-s08":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview and research interests","id":"b-s08","location":"https://cris.biu.ac.il/en/persons/ran-gelles/","observed":"The profile identifies Gelles with interactive coding, error correction, and fault-tolerant distributed computation.","origin_group":"shared-first-party-b-s08","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Ran Gelles"},"b-s09":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"2019 publication entry","id":"b-s09","location":"https://www.eng.biu.ac.il/gellesr/publications/","observed":"The publication list includes Making Asynchronous Distributed Computations Robust to Noise (2019).","origin_group":"shared-first-party-b-s08","publication_date":null,"publisher":"Ran Gelles, Bar-Ilan University","title":"Publications"},"b-s10":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Research interests and affiliations","id":"b-s10","location":"https://people.inf.ethz.ch/haeuplb/","observed":"Haeupler describes current work on algorithms, coding, distributed systems and communication, including reliable interactive computation.","origin_group":"eth-haeupler","publication_date":null,"publisher":"ETH Zurich","title":"Bernhard Haeupler"},"b-s11":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Profile and embedded CV","id":"b-s11","location":"https://gondabrain.biu.ac.il/node/448","observed":"The page identifies Alon, links an embedded CV, and describes spatial genomics and expansion-based in-situ sequencing methods.","origin_group":"biu-shahar-alon","publication_date":null,"publisher":"Bar-Ilan University Gonda Brain Research Center","title":"Shahar Alon"},"b-s12":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Abstract and methods summary","id":"b-s12","location":"https://pmc.ncbi.nlm.nih.gov/articles/PMC7900882/","observed":"The 2021 article reports expansion sequencing for spatially resolved in-situ transcriptomics in intact biological samples.","origin_group":"pmc7900882","publication_date":"2021-01-11","publisher":"Nature Methods via PubMed Central","title":"Expansion Sequencing: Spatially Precise In Situ Transcriptomics in Intact Biological Systems"},"b-s13":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Bibliographic record and inventor list","id":"b-s13","location":"https://patents.google.com/patent/US20190055597A1/en","observed":"The record identifies publication US20190055597A1 and lists Shahar Alon among the inventors.","origin_group":"patent-us20190055597a1","publication_date":"2019-02-21","publisher":"Google Patents","title":"In Situ Nucleic Acid Sequencing of Expanded Biological Samples"},"b-s14":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research program","id":"b-s14","location":"https://www.broadinstitute.org/bios/fei-chen","observed":"Chen develops spatial genomics and microscopy methods, including Slide-seq and in-situ genome sequencing.","origin_group":"broad-fei-chen","publication_date":null,"publisher":"Broad Institute","title":"Fei Chen"},"b-s15":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Profile and research overview","id":"b-s15","location":"https://sites.biu.ac.il/en/shahar-somin","observed":"The page identifies Somin and the Network Intelligence Lab, with graph theory, temporal modeling, AI, cyber, finance, and hidden-coordination applications.","origin_group":"shared-first-party-b-s15","publication_date":null,"publisher":"Bar-Ilan University","title":"Shahar Somin"},"b-s16":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Publication entry and summary","id":"b-s16","location":"https://sites.biu.ac.il/en/shahar-somin/page/8391","observed":"The page lists the 2025 Nature Communications work on matching identities across encrypted domains from temporal activity patterns.","origin_group":"shared-first-party-b-s15","publication_date":"2025-01-01","publisher":"Bar-Ilan University","title":"Temporal fingerprints for identity matching across fully encrypted domains"},"b-s17":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research areas","id":"b-s17","location":"https://www.cmu.edu/casos-center/people/carley.html","observed":"Carley leads work in dynamic network analysis and social cybersecurity, including analysis of online behavior and coordinated activity.","origin_group":"cmu-kathleen-carley","publication_date":null,"publisher":"Carnegie Mellon University CASOS Center","title":"Kathleen M. Carley"},"b-s18":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview, research fields, and outputs","id":"b-s18","location":"https://cris.biu.ac.il/en/persons/tomer-lewi/","observed":"The profile identifies Lewi as an associate professor in nanophotonics, electro-optics, nanomaterials and metasurfaces, and lists recent publications.","origin_group":"shared-first-party-b-s18","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Tomer Lewi"},"b-s19":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Academic biography","id":"b-s19","location":"https://www.eng.biu.ac.il/lewitom/","observed":"Lewi reports training in physics and a UCSB postdoctoral appointment before joining BIU in 2018.","origin_group":"shared-first-party-b-s18","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Tomer Lewi"},"b-s20":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Research interests","id":"b-s20","location":"https://atwater.caltech.edu/team-member/harry-atwater","observed":"Atwater works on metasurfaces, two-dimensional materials, quantum nanophotonics, and light-matter interactions.","origin_group":"caltech-atwater","publication_date":null,"publisher":"California Institute of Technology","title":"Harry Atwater"},"b-s21":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview, research interests, and 2024 output","id":"b-s21","location":"https://cris.biu.ac.il/en/persons/tomer-kalisky/","observed":"The profile describes single-cell genomics, stem cells, tissue regeneration, cancer, and recent work on alternative splicing in high-risk Wilms tumors.","origin_group":"biu-tomer-kalisky","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Tomer Kalisky"},"b-s22":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Bibliographic record, inventor list, and abstract","id":"b-s22","location":"https://patents.google.com/patent/US20160312302A1/en","observed":"The record identifies US20160312302A1, lists Tomer Kalisky among the inventors, and describes single-cell gene-expression profiling for disease analysis and target identification.","origin_group":"patent-us20160312302a1","publication_date":"2016-10-27","publisher":"Google Patents","title":"Single cell gene expression for diagnosis, prognosis and identification of drug targets"},"b-s23":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"About section and selected publications","id":"b-s23","location":"https://www.stemcells.cam.ac.uk/people/sarah-teichmann","observed":"Teichmann leads cell-atlas research on human tissue architecture, cellular diversity, development, and the immune system.","origin_group":"cambridge-teichmann","publication_date":null,"publisher":"University of Cambridge Stem Cell Institute","title":"Sarah Teichmann"},"b-s24":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"About and publications","id":"b-s24","location":"https://sites.biu.ac.il/en/ethan-fetaya-lab","observed":"The lab page identifies Fetaya and research spanning machine learning, computer vision, AI safety, generative models, few-shot, Bayesian, federated, and geometric learning; it lists a 2026 weight-space adversarial-attacks paper.","origin_group":"biu-ethan-fetaya","publication_date":null,"publisher":"Bar-Ilan University","title":"Ethan Fetaya Lab"},"b-s25":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research interests","id":"b-s25","location":"https://www.cs.ox.ac.uk/people/michael.bronstein/","observed":"Bronstein is the DeepMind Professor of AI at Oxford and works on geometric deep learning, graph neural networks, and protein design.","origin_group":"oxford-bronstein","publication_date":null,"publisher":"University of Oxford","title":"Michael Bronstein"},"b-s26":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography, research interests, and publications","id":"b-s26","location":"https://www.eng.biu.ac.il/goldbej/","observed":"The page describes Goldberger’s statistical machine-learning and deep-learning work across vision, audio, medical imaging and language, and lists recent publications.","origin_group":"shared-first-party-b-s26","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Prof. Jacob Goldberger"},"b-s27":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"CV sections on employment, publications, and patents","id":"b-s27","location":"https://www.eng.biu.ac.il/goldbej/files/2025/09/Jacob_CV.pdf","observed":"The linked CV records Goldberger’s BIU appointment, publication history, and a patent entry for dual-branch mammogram classification.","origin_group":"shared-first-party-b-s26","publication_date":null,"publisher":"Bar-Ilan University","title":"Jacob Goldberger Curriculum Vitae"},"b-s28":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Bibliographic record and inventor list","id":"b-s28","location":"https://patents.google.com/patent/US10789462B2/en","observed":"The record identifies US10789462B2 and lists Jacob Goldberger among the inventors.","origin_group":"patent-us10789462b2","publication_date":"2020-09-29","publisher":"Google Patents","title":"Weakly and fully labeled mammogram classification and localization with a dual branch deep neural network"},"b-s29":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research description","id":"b-s29","location":"https://oatml.cs.ox.ac.uk/members/yarin/","observed":"Gal’s group profile describes Bayesian deep learning, model uncertainty, robustness, and AI safety.","origin_group":"oxford-yarin-gal","publication_date":null,"publisher":"University of Oxford OATML","title":"Yarin Gal"},"b-s30":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research interests","id":"b-s30","location":"https://www.eng.biu.ac.il/singerg/","observed":"The profile identifies Singer in industrial engineering and data science, using machine learning and stochastic optimal control in healthcare, manufacturing, retail, and education.","origin_group":"shared-first-party-b-s30","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Prof. Gonen Singer"},"b-s31":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"2024 publication entry","id":"b-s31","location":"https://www.eng.biu.ac.il/singerg/publications/","observed":"The list includes the 2024 paper Resource allocation in ordinal classification problems: A prescriptive framework utilizing machine learning and mathematical programming.","origin_group":"shared-first-party-b-s30","publication_date":null,"publisher":"Gonen Singer, Bar-Ilan University","title":"Publications"},"b-s32":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research description","id":"b-s32","location":"https://dof.princeton.edu/people/warren-buckler-powell","observed":"Powell’s profile describes work on sequential decision analytics and optimization under uncertainty.","origin_group":"princeton-powell","publication_date":null,"publisher":"Princeton University","title":"Warren Buckler Powell"},"b-s33":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Staff listing","id":"b-s33","location":"https://engineering.biu.ac.il/en/technical-staff","observed":"The current staff directory lists Dr. Shimrit Shtern with a BIU email address.","origin_group":"shared-first-party-b-s44","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Technical Staff"},"b-s34":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Title and research interests","id":"b-s34","location":"https://dds.technion.ac.il/people/academic-staff/shimrit-shtern/","observed":"The current Technion page labels Shtern an associate professor and describes robust and continuous optimization, creating an unresolved affiliation conflict with the BIU staff directory.","origin_group":"shared-first-party-b-s34","publication_date":null,"publisher":"Technion Faculty of Data and Decision Sciences","title":"Shimrit Shtern"},"b-s35":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Education and service sections","id":"b-s35","location":"https://shimrits.net.technion.ac.il/short-cv/","observed":"The short CV records a 2015 Technion PhD in operations research and activity in robust optimization and optimization under uncertainty.","origin_group":"shared-first-party-b-s34","publication_date":null,"publisher":"Shimrit Shtern, Technion","title":"Short CV"},"b-s36":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Publication entry","id":"b-s36","location":"https://shimrits.net.technion.ac.il/publications/","observed":"The publication list includes Robust Radiotherapy Planning with Spatially Based Uncertainty Sets as a 2024 IISE Transactions paper and provides a separate preprint link.","origin_group":"shared-first-party-b-s34","publication_date":null,"publisher":"Shimrit Shtern, Technion","title":"Publications"},"b-s37":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research interests","id":"b-s37","location":"https://mitsloan.mit.edu/faculty/directory/dimitris-bertsimas","observed":"Bertsimas works on optimization, machine learning, and analytics with applications including health and transportation.","origin_group":"mit-bertsimas","publication_date":null,"publisher":"MIT Sloan School of Management","title":"Dimitris Bertsimas"},"b-s38":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview, research interests, and output","id":"b-s38","location":"https://cris.biu.ac.il/en/persons/anelia-somekh-baruch","observed":"The profile identifies Somekh-Baruch in information and communication theory, channel coding and mismatched decoding, and lists a 2024 reliability-function paper.","origin_group":"biu-anelia-somekh-baruch","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Anelia Somekh-Baruch"},"b-s39":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Background and experience","id":"b-s39","location":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard","observed":"MIT identifies Médard as an information theorist working on network coding and reliable optical and wireless communication, including GRAND decoding.","origin_group":"mit-muriel-medard","publication_date":null,"publisher":"MIT Technology Licensing Office","title":"Muriel Medard"},"b-s40":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research interests","id":"b-s40","location":"https://www.eng.biu.ac.il/fishale/","observed":"The profile identifies Fish as a full professor leading EnICS, with work in low-power VLSI, energy-efficient memory, CMOS sensors, biomedical circuits, and hardware security.","origin_group":"biu-alex-fish","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Prof. Alex Fish"},"b-s41":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":2},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Title, author list, abstract, and bibliographic record","id":"b-s41","location":"https://cris.biu.ac.il/en/publications/analog-readout-circuit-for-zero-leakage-planar-hall-effect-magnet-2/","observed":"The 2014 record lists Alexander Fish and describes a low-leakage analog readout circuit for magnetic random-access memory, including its implemented process and sensing threshold.","origin_group":"doi-10.1109-ftfc.2014.6828598","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Analog readout circuit for zero leakage Planar-Hall-Effect-Magnetic-Random- Access-Memory"},"b-s42":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Bibliographic record, inventor list, and abstract","id":"b-s42","location":"https://patents.google.com/patent/US12261600B2/en","observed":"The record identifies US12261600B2, lists Alexander Fish among the inventors, and describes droop detection with dual-mode logic.","origin_group":"patent-us12261600b2","publication_date":"2025-03-25","publisher":"Google Patents","title":"Method for mitigation of droop timing errors including a droop detector and dual mode logic"},"b-s43":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research interests","id":"b-s43","location":"https://people.inf.ethz.ch/omutlu/","observed":"Mutlu’s profile describes research on energy-efficient memory systems, computing architectures, and hardware security.","origin_group":"eth-onur-mutlu","publication_date":null,"publisher":"ETH Zurich","title":"Onur Mutlu"},"b-s44":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Staff listing","id":"b-s44","location":"https://engineering.biu.ac.il/en/technical-staff","observed":"The current staff directory lists Dr. Ori Ernst.","origin_group":"shared-first-party-b-s44","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Technical Staff"},"b-s45":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Researcher description","id":"b-s45","location":"https://www.biu.ac.il/en/article/11676","observed":"The 2022 article identifies Ori Ernst as a doctoral researcher in the NLP laboratory working on multi-document summarization and semantic relations.","origin_group":"shared-first-party-b-s44","publication_date":"2022-01-01","publisher":"Bar-Ilan University","title":"Bar-Ilan University doctoral student develops new method for automatic summarization"},"b-s46":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Metadata and abstract","id":"b-s46","location":"https://aclanthology.org/2022.naacl-main.128/","observed":"The NAACL 2022 record lists Ori Ernst as first author and describes proposition-level clustering, salience detection, and text fusion for multi-document summarization.","origin_group":"doi-10.18653-v1-2022-naacl-main-128","publication_date":null,"publisher":"Association for Computational Linguistics","title":"Proposition-Level Clustering for Multi-Document Summarization"},"b-s47":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Personal profile and research interests","id":"b-s47","location":"https://www.research.ed.ac.uk/en/persons/mirella-lapata/","observed":"Lapata is a professor of NLP working on probabilistic learning, long-context understanding and generation, reasoning, and extraction of semantics from large text collections.","origin_group":"edinburgh-mirella-lapata","publication_date":null,"publisher":"University of Edinburgh","title":"Mirella Lapata"},"c-s01":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party faculty identity page.","score":3},"method":{"rationale":"Direct institutional identification, though sparse.","score":2},"provenance":{"rationale":"Official university faculty domain.","score":3}},"evidence_locator":"lines 4-6","id":"c-s01","location":"https://www.eng.biu.ac.il/coheniz2/","observed":"The page identifies Izack Cohen as a researcher and Faculty of Engineering member and links his personal site.","origin_group":"biu-izack-cohen-site","publication_date":null,"publisher":"Bar-Ilan University","title":"Izack Cohen - Faculty of Engineering"},"c-s02":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Authoritative for the researcher's own record.","score":3},"method":{"rationale":"Detailed bibliographic list but dated and self-reported.","score":2},"provenance":{"rationale":"First-party CV hosted on the faculty site.","score":3}},"evidence_locator":"pages 3-5, publication list","id":"c-s02","location":"https://www.eng.biu.ac.il/coheniz2/files/2020/07/IzackCohen_AcademicCV.pdf","observed":"The CV lists publications in stochastic scheduling, service operations, robust optimization and interpretable process-oriented decision support through 2020.","origin_group":"izack-cohen-cv","publication_date":null,"publisher":"Izack Cohen / Bar-Ilan University","title":"Izack Cohen Academic CV"},"c-s03":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct description of a specialist's role and research.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence, not an empirical study.","score":2},"provenance":{"rationale":"First-party academic page on an RWTH subdomain.","score":3}},"evidence_locator":"lines 13, 27-36","id":"c-s03","location":"https://www.vdaalst.rwth-aachen.de/","observed":"The page identifies van der Aalst as RWTH professor leading Process and Data Science and describes process mining, conformance, workflow and data-science expertise.","origin_group":"rwth-vdaalst-home","publication_date":null,"publisher":"Wil van der Aalst / RWTH Aachen University","title":"Homepage Wil van der Aalst"},"c-s04":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct account of the researcher's role and work.","score":3},"method":{"rationale":"Specific education and topic details, but self-maintained.","score":2},"provenance":{"rationale":"First-party academic homepage linked by Bar-Ilan.","score":3}},"evidence_locator":"lines 20-48","id":"c-s04","location":"https://sites.google.com/view/motimedina/","observed":"Medina identifies himself as a Bar-Ilan senior lecturer working on reliable hardware, online, approximation, distributed and local algorithms, and lists his logic-design textbook.","origin_group":"moti-medina-home","publication_date":null,"publisher":"Moti Medina","title":"Homepage of Moti Medina"},"c-s05":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"evidence_locator":"lines 8-46","id":"c-s05","location":"https://seas.harvard.edu/person/michael-mitzenmacher","observed":"Harvard identifies Mitzenmacher as a computer-science professor with research classifications spanning algorithms, theory, systems, machine learning and data science.","origin_group":"harvard-mitzenmacher-profile","publication_date":null,"publisher":"Harvard John A. Paulson School of Engineering and Applied Sciences","title":"Michael D. Mitzenmacher"},"c-s06":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured authoritative record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"evidence_locator":"lines 11-42 and 102-130","id":"c-s06","location":"https://cris.biu.ac.il/en/persons/benjamin-m-zaidel/","observed":"The institutional record identifies Zaidel, his communications research areas and selected publications including 2023 sparse NOMA work.","origin_group":"biu-zaidel-cris","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Benjamin M. Zaidel"},"c-s07":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional biography of a relevant specialist.","score":3},"method":{"rationale":"Suitable for professional matching, not efficacy claims.","score":2},"provenance":{"rationale":"Official university faculty profile.","score":3}},"evidence_locator":"lines 83-85","id":"c-s07","location":"https://ece.princeton.edu/people/andrea-goldsmith","observed":"The profile states Goldsmith's current Stony Brook presidency, prior Princeton and Stanford appointments, and research in information and communication theory for wireless and interconnected systems.","origin_group":"princeton-goldsmith-profile","publication_date":null,"publisher":"Princeton University Electrical and Computer Engineering","title":"Andrea Goldsmith"},"c-s08":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct professional biography and research scope.","score":3},"method":{"rationale":"Profile evidence is adequate for identity and expertise.","score":2},"provenance":{"rationale":"First-party lab page on the university site.","score":3}},"evidence_locator":"lines 21-26","id":"c-s08","location":"https://sites.biu.ac.il/en/computer-architecture-development-group","observed":"Yavits identifies his Bar-Ilan engineering role, semiconductor entrepreneurship background, and specialization in computer architecture and chip design.","origin_group":"shared-first-party-c-s08","publication_date":null,"publisher":"Bar-Ilan University","title":"Computer Architecture Development Group"},"c-s09":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific named research outputs.","score":3},"method":{"rationale":"Structured bibliographic metadata with venues and years.","score":3},"provenance":{"rationale":"Official institutional publication list.","score":3}},"evidence_locator":"2024 entries, lines 98-136","id":"c-s09","location":"https://sites.biu.ac.il/en/computer-architecture-development-group/research-outputs","observed":"The group publication list records Yavits-associated work on content-addressable memory, pathogen and genome classification, and processing-in-memory, including ViTAL in Bioinformatics in 2024.","origin_group":"shared-first-party-c-s08","publication_date":null,"publisher":"Bar-Ilan University","title":"Computer Architecture Development Group Publications"},"c-s10":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Authoritative for attribution in the university record.","score":3},"method":{"rationale":"Specific inventor, date and publication identifier are given.","score":3},"provenance":{"rationale":"Institutional patent metadata linked to the patent record.","score":3}},"evidence_locator":"lines 7-30 and 47-68","id":"c-s10","location":"https://cris.biu.ac.il/en/publications/resistive-address-decoder-and-virtually-addressed-memory/","observed":"The record attributes the patent to Leonid Yavits and co-inventors, describes a resistive address decoder, and links US10878906B2.","origin_group":"patent-us10878906","publication_date":"2018-02-13","publisher":"Bar-Ilan University Research Portal","title":"Resistive address decoder and virtually addressed memory"},"c-s11":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Extensive directly relevant publication record.","score":3},"method":{"rationale":"Specific works, venues and links support the candidate fit.","score":3},"provenance":{"rationale":"First-party academic page on ETH infrastructure.","score":3}},"evidence_locator":"lines 88-140 and 1755-1768","id":"c-s11","location":"https://people.inf.ethz.ch/omutlu/projects.htm","observed":"The ETH page documents Mutlu's research on processing-in-memory, memory systems and genome-analysis acceleration.","origin_group":"eth-mutlu-projects","publication_date":null,"publisher":"ETH Zurich","title":"Onur Mutlu's Research and Publications"},"c-s12":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct research-scope statement by the researcher.","score":3},"method":{"rationale":"Detailed profile evidence, not an empirical result.","score":2},"provenance":{"rationale":"First-party university-hosted faculty page.","score":3}},"evidence_locator":"lines 17-41","id":"c-s12","location":"https://sites.biu.ac.il/en/amir-weiss","observed":"Weiss identifies his faculty role and research at the intersection of statistical signal processing, machine learning, estimation, communications, localization, distributed sensing and compression.","origin_group":"shared-first-party-c-s12","publication_date":null,"publisher":"Bar-Ilan University","title":"Dr. Amir Weiss"},"c-s13":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific authored outputs in the claimed field.","score":3},"method":{"rationale":"Titles, coauthors, venues and years are listed.","score":3},"provenance":{"rationale":"Official university publication page.","score":3}},"evidence_locator":"lines 32-67","id":"c-s13","location":"https://sites.biu.ac.il/en/amir-weiss/publications","observed":"The official list includes 2025 work on joint compression and time-delay estimation, RF separation and robust underwater localization.","origin_group":"shared-first-party-c-s12","publication_date":null,"publisher":"Bar-Ilan University","title":"Publications - Dr. Amir Weiss"},"c-s14":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"evidence_locator":"lines 61-83","id":"c-s14","location":"https://mitibm.mit.edu/people/gregory-wornell/","observed":"MIT identifies Wornell as an EECS professor leading a signals laboratory, with research across signal processing, information theory, statistical inference and architectures for sensing, communication and storage.","origin_group":"mit-wornell-profile","publication_date":null,"publisher":"MIT-IBM Watson AI Lab","title":"Gregory Wornell"},"c-s15":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"evidence_locator":"lines 11-35 and 112-136","id":"c-s15","location":"https://cris.biu.ac.il/en/persons/amir-leshem/","observed":"The institutional record identifies Leshem and lists recent work on distributed learning in congestion and mitigation of data-injection attacks in federated learning.","origin_group":"shared-first-party-c-s15","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Amir Leshem"},"c-s16":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Authoritative professional record for the named researcher.","score":3},"method":{"rationale":"Detailed self-reported academic record, complemented by CRIS metadata.","score":2},"provenance":{"rationale":"First-party CV on the university domain.","score":3}},"evidence_locator":"PDF pages 1-4 and publication list","id":"c-s16","location":"https://sites.biu.ac.il/en/node/9571","observed":"The university-hosted CV documents Leshem's academic appointments and research record in signal processing and communications.","origin_group":"shared-first-party-c-s15","publication_date":null,"publisher":"Amir Leshem / Bar-Ilan University","title":"Curriculum Vitae - Amir Leshem"},"c-s17":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional account of the researcher's role and topics.","score":3},"method":{"rationale":"Suitable for identity and research scope, not proof of application efficacy.","score":2},"provenance":{"rationale":"Official university feature.","score":3}},"evidence_locator":"lines 194-198","id":"c-s17","location":"https://www.biu.ac.il/article/9551","observed":"Bar-Ilan describes Cohen's work on quantum measurement, nonlocality and time and notes potential links to imaging, sensors and quantum encryption.","origin_group":"biu-eliahu-cohen-feature","publication_date":null,"publisher":"Bar-Ilan University","title":"Dr. Eliahu Cohen: Quantum physicist who makes reality more interesting"},"c-s18":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific scholarly research output.","score":3},"method":{"rationale":"Authorship, output type and bibliographic metadata directly support the claim.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"title, sole author, abstract and 2023 bibliographic record","id":"c-s18","location":"https://cris.biu.ac.il/en/publications/quantum-clock-frames-uncertainty-relations-non-hermitian-dynamics/","observed":"The record attributes solely to Eliahu Cohen a 2023 conference article connecting quantum-clock uncertainty, non-Hermitian dynamics and nonlocality in time.","origin_group":"biu-cohen-quantum-clock","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Quantum clock frames: Uncertainty relations, non-Hermitian dynamics and nonlocality in time"},"c-s19":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional profile of the proposed specialist.","score":3},"method":{"rationale":"Profile evidence establishes fit, not project feasibility.","score":2},"provenance":{"rationale":"Official research-institute directory.","score":3}},"evidence_locator":"research description and group profile","id":"c-s19","location":"https://www.icfo.eu/about-icfo/people/directory/?id=11","observed":"ICFO describes Mitchell's atomic quantum-optics work, including quantum sensing and ultra-low-field magnetic-resonance methods.","origin_group":"icfo-mitchell-profile","publication_date":null,"publisher":"ICFO - The Institute of Photonic Sciences","title":"Morgan W. Mitchell"},"c-s20":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct account of role, research and output counts.","score":3},"method":{"rationale":"Strong for scope; the aggregate patent count is not a substitute for patent records.","score":2},"provenance":{"rationale":"Official university faculty profile.","score":3}},"evidence_locator":"lines 24-30 and listed research outputs","id":"c-s20","location":"https://sites.biu.ac.il/en/zeev-zalevsky","observed":"The official profile identifies Zalevsky and describes super-resolution, biomedical optics, nanophotonics and fiber sensing; it also reports approximately 100 patents and lists recent publications.","origin_group":"shared-first-party-c-s20","publication_date":null,"publisher":"Bar-Ilan University","title":"Prof. Zeev Zalevsky"},"c-s21":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Detailed professional record by the researcher.","score":3},"method":{"rationale":"Extensive self-reported record whose currency is bounded by the file date.","score":2},"provenance":{"rationale":"First-party CV on a university domain.","score":3}},"evidence_locator":"PDF pages 1-8 and publication sections","id":"c-s21","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The 100-page university-hosted CV documents Zalevsky's education, appointments, publications and professional activity through its 2023 edition.","origin_group":"shared-first-party-c-s20","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky Curriculum Vitae"},"c-s22":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional statement of directly relevant expertise.","score":3},"method":{"rationale":"Appropriate for candidate fit, not validation of the proposed project.","score":2},"provenance":{"rationale":"Official UCLA faculty profile.","score":3}},"evidence_locator":"lines 89-113","id":"c-s22","location":"https://samueli.ucla.edu/people/aydogan-ozcan/","observed":"UCLA identifies Ozcan as an electrical-engineering and bioengineering professor working on computational imaging, microscopy, biosensing and mobile-health technologies.","origin_group":"ucla-ozcan-profile","publication_date":null,"publisher":"UCLA Samueli School of Engineering","title":"Aydogan Ozcan"},"c-s23":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct identity and research-area record.","score":3},"method":{"rationale":"Suitable profile evidence for scope and identity.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"lines 15-42","id":"c-s23","location":"https://engineering.biu.ac.il/node/10017","observed":"The official faculty page identifies Ilan Reuven Cohen and lists research areas in algorithms, machine learning and computational economics.","origin_group":"shared-first-party-c-s23","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Dr. Ilan Reuven Cohen"},"c-s24":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct description and bibliography for the named researcher.","score":3},"method":{"rationale":"Specific output metadata, though self-maintained.","score":2},"provenance":{"rationale":"First-party academic site linked to the researcher.","score":3}},"evidence_locator":"research areas and publications, lines 95-168","id":"c-s24","location":"https://ilanrcohen.netlify.app/","observed":"The first-party site describes resource-constrained classification, online scheduling and fair allocation and lists a 2023 hybrid cost-sensitive learning and optimization paper.","origin_group":"shared-first-party-c-s23","publication_date":null,"publisher":"Ilan Reuven Cohen","title":"Ilan Reuven Cohen - Personal Academic Site"},"c-s25":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct professional record.","score":3},"method":{"rationale":"Detailed but dated; newer work requires the live publication page.","score":2},"provenance":{"rationale":"First-party CV from the researcher's academic site.","score":3}},"evidence_locator":"PDF pages 1-4","id":"c-s25","location":"https://ilanrcohen.netlify.app/pdfs/CV-IlanRCohen.pdf","observed":"The four-page CV documents Cohen's faculty role, education and research interests, but its publication list ends in 2020.","origin_group":"shared-first-party-c-s23","publication_date":null,"publisher":"Ilan Reuven Cohen","title":"Ilan Reuven Cohen Curriculum Vitae"},"c-s26":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional summary of a leading specialist's current role and field.","score":3},"method":{"rationale":"Profile evidence is adequate for candidate fit only.","score":2},"provenance":{"rationale":"Official university biography.","score":3}},"evidence_locator":"lines 60-76","id":"c-s26","location":"https://www.economics.harvard.edu/people/alvin-roth","observed":"The biography identifies Roth's current Stanford affiliation and research in market design, game theory and experimental economics.","origin_group":"harvard-roth-profile","publication_date":null,"publisher":"Harvard University Department of Economics","title":"Alvin E. Roth"},"c-s27":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct professional and publication record.","score":3},"method":{"rationale":"Specific named outputs support the expertise claim.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"evidence_locator":"lines 21-60","id":"c-s27","location":"https://sites.biu.ac.il/mor-weiss","observed":"The official page identifies Weiss, states a cryptography and proof-systems focus, and lists recent work on leakage-protected distributed primitives and active security.","origin_group":"shared-first-party-c-s27","publication_date":null,"publisher":"Bar-Ilan University","title":"Mor Weiss"},"c-s28":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct first-party attribution.","score":3},"method":{"rationale":"Specific title and date, cross-checked against the patent record.","score":2},"provenance":{"rationale":"Official university-hosted inventor page.","score":3}},"evidence_locator":"lines 18-25","id":"c-s28","location":"https://sites.biu.ac.il/mor-weiss/page/3153","observed":"The first-party page lists Complex Format-Preserving Encryption Scheme with Mor Weiss and Boris Rozenberg and states an April 25, 2017 issue date.","origin_group":"shared-first-party-c-s27","publication_date":null,"publisher":"Bar-Ilan University","title":"Patents - Mor Weiss"},"c-s29":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Structured patent bibliographic data.","score":3},"method":{"rationale":"Specific identifier, inventors, assignee and date support attribution.","score":3},"provenance":{"rationale":"Public patent-data mirror rather than the issuing office's own page.","score":2}},"evidence_locator":"bibliographic header, lines 0-41","id":"c-s29","location":"https://patents.google.com/patent/US9634838B2/en","observed":"The record identifies US9634838B2, names Boris Rozenberg and Mor Weiss as inventors, identifies IBM as assignee and gives the 2017-04-25 publication date.","origin_group":"patent-us9634838","publication_date":"2017-04-25","publisher":"Google Patents mirror of United States Patent and Trademark Office data","title":"Complex format-preserving encryption scheme"},"c-s30":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional account of a directly relevant specialist.","score":3},"method":{"rationale":"Profile evidence supports candidate fit, not the project outcome.","score":2},"provenance":{"rationale":"Official MIT faculty profile.","score":3}},"evidence_locator":"lines 42-75","id":"c-s30","location":"https://www.csail.mit.edu/person/shafi-goldwasser","observed":"MIT identifies Goldwasser as a professor associated with its cryptography and information-security group and describes her cryptography and complexity work.","origin_group":"mit-goldwasser-profile","publication_date":null,"publisher":"MIT Computer Science and Artificial Intelligence Laboratory","title":"Shafi Goldwasser"},"c-s31":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional statement of intended laboratory scope.","score":3},"method":{"rationale":"Suitable for announced scope, not proof of current operations or results.","score":2},"provenance":{"rationale":"Official university faculty announcement.","score":3}},"evidence_locator":"lines 21-30","id":"c-s31","location":"https://engineering.biu.ac.il/node/14051","observed":"The July 2025 university announcement says Shavit would lead a laboratory in the 2025-2026 academic year and states its intended focus on deep learning for complex data, generalization, uncertainty and multimodality, with complex biological models among the applications; current operation was not established.","origin_group":"biu-yoli-shavit-lab","publication_date":"2025-07-06","publisher":"Bar-Ilan University Faculty of Engineering","title":"New Deep Learning Lab Led by Dr. Yoli Shavit"},"c-s32":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific peer-reviewed output with DOI and venue.","score":3},"method":{"rationale":"Authorship, abstract, publication date and evaluation scope are explicit.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"lines 8-33 and 68-109","id":"c-s32","location":"https://cris.biu.ac.il/en/publications/coarse-to-fine-multi-scene-pose-regression-with-transformers/","observed":"The institutional record attributes the peer-reviewed paper to Yoli Shavit and coauthors and describes a transformer-based multi-scene camera-pose method evaluated on indoor and outdoor benchmarks.","origin_group":"biu-shavit-pose-paper","publication_date":"2023-12-01","publisher":"Bar-Ilan University Research Portal","title":"Coarse-to-Fine Multi-Scene Pose Regression With Transformers"},"c-s33":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"evidence_locator":"lines 29-33","id":"c-s33","location":"https://jclinic.mit.edu/team-member/caroline-uhler/","observed":"MIT identifies Uhler as a professor working across machine learning, statistics and computational biology, including causal inference, generative modelling and genomics.","origin_group":"mit-uhler-profile","publication_date":null,"publisher":"MIT Jameel Clinic","title":"Caroline Uhler"},"c-s34":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct statement of the researcher's topics.","score":3},"method":{"rationale":"Concise scope evidence without result details.","score":2},"provenance":{"rationale":"Official university-hosted faculty page.","score":3}},"evidence_locator":"lines 14-20","id":"c-s34","location":"https://www.eng.biu.ac.il/noamya/research/","observed":"The first-party page lists interference mitigation, estimation theory, cooperative and competitive spectrum management, communications signal processing and biological signal processing.","origin_group":"shared-first-party-c-s34","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Research - Dr. Yair Noam"},"c-s35":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific publication metadata for the named researcher.","score":3},"method":{"rationale":"Named works and dates directly support the capability claim.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"evidence_locator":"lines 86-110","id":"c-s35","location":"https://cris.biu.ac.il/en/persons/yair-noam/","observed":"The institutional output list includes Noam's work on satellite TDOA estimation, LEO-satellite MIMO and cloud radio-access networks.","origin_group":"shared-first-party-c-s34","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Yair Noam"},"c-s36":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct identity, role and research-area evidence.","score":3},"method":{"rationale":"Profile evidence establishes scope but not comparative performance.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"lines 15-49","id":"c-s36","location":"https://engineering.biu.ac.il/en/node/11052","observed":"The official profile identifies Tamar Goldzak Mizrahi and describes computational materials, electronic structure, quantum phenomena, nanomaterials, two-dimensional systems and light-matter interactions.","origin_group":"shared-first-party-c-s36","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Dr. Tamar Goldzak Mizrahi"},"c-s37":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct supervision and bibliographic evidence in the claimed field.","score":3},"method":{"rationale":"Useful first-party evidence, though the cited paper's publisher page was not inspected.","score":2},"provenance":{"rationale":"Official university teaching and project record.","score":3}},"evidence_locator":"lines 763-819","id":"c-s37","location":"https://engineering.biu.ac.il/maslul/807/projects/2024","observed":"The university page names Goldzak Mizrahi as academic supervisor for quantum-tunnelling and first-principles 2D-defect projects and cites her Physical Review B work on coupled quantum wells.","origin_group":"shared-first-party-c-s36","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Engineering projects 2024 - Tamar Goldzak Mizrahi projects"},"c-s38":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional statement of relevant specialization.","score":3},"method":{"rationale":"Candidate-fit evidence rather than project validation.","score":2},"provenance":{"rationale":"Official university faculty directory.","score":3}},"evidence_locator":"lines 69-90","id":"c-s38","location":"https://physics.utexas.edu/directory/feliciano-giustino","observed":"The official profile describes Giustino's work on electronic structure, electron-phonon interactions, high-performance computing and quantum-materials engineering.","origin_group":"utexas-giustino-profile","publication_date":null,"publisher":"The University of Texas at Austin Department of Physics","title":"Feliciano Giustino"},"c-s39":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct research and publication evidence.","score":3},"method":{"rationale":"Specific recent works support the stated capabilities.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"evidence_locator":"lines 19-74","id":"c-s39","location":"https://sites.biu.ac.il/en/boris-desiatov","observed":"The official page identifies Desiatov and describes on-chip photonics, quantum and nonlinear optics and metasurfaces; it lists recent thin-film lithium-niobate and single-photon-device work.","origin_group":"shared-first-party-c-s39","publication_date":null,"publisher":"Bar-Ilan University","title":"Dr. Boris Desiatov"},"c-s40":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Structured faculty and output metadata.","score":3},"method":{"rationale":"Specific bibliographic records cross-check the faculty page.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"evidence_locator":"lines 26-33 and 133-223","id":"c-s40","location":"https://cris.biu.ac.il/en/persons/boris-desiatov/","observed":"The institutional record confirms Desiatov's faculty identity and lists research outputs in integrated quantum and nonlinear photonics.","origin_group":"shared-first-party-c-s39","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Boris Desiatov"},"c-s41":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional description of directly relevant photonics expertise.","score":3},"method":{"rationale":"Profile evidence supports candidate fit but not the proposed system outcome.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"evidence_locator":"lines 8-32 and 43-72","id":"c-s41","location":"https://seas.harvard.edu/person/marko-loncar","observed":"Harvard identifies Loncar as an electrical-engineering professor leading nanoscale optics research with a quantum-engineering focus.","origin_group":"harvard-loncar-profile","publication_date":null,"publisher":"Harvard John A. Paulson School of Engineering and Applied Sciences","title":"Marko Loncar"},"c-s42":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific peer-reviewed output with named authors and DOI.","score":3},"method":{"rationale":"Authorship, abstract, sample size, publication date and bibliographic metadata were inspected.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"lines 22-55 and 98-117","id":"c-s42","location":"https://cris.biu.ac.il/en/publications/non-contact-optical-sensing-of-vocal-fold-paralysis-using-speckle/","observed":"The institutional record names Zeev Zalevsky among the authors of a peer-reviewed Biomedical Optics Express paper, describes non-contact speckle sensing, and reports a bounded feasibility assessment with 10 subjects.","origin_group":"biu-zalevsky-vocal-fold-paper","publication_date":"2025-11-01","publisher":"Bar-Ilan University Research Portal","title":"Non-contact optical sensing of vocal fold paralysis using speckle pattern analysis"},"f-s01":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"About, paragraphs 1–4","id":"f-s01","location":"https://www.bsf.org.il/funding-opportunities/nsf-bsf-joint-research-grants/about/","observed":"Joint US–Israeli projects receive US support through NSF and Israeli support through BSF from Israeli Planning and Budgeting Committee allocations. This is distinct from the traditional BSF programme.","origin_group":"f-s01","publication_date":null,"publisher":"BSF","title":"NSF–BSF research grants: About"},"f-s02":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Who can apply; Eligible proposals; How much","id":"f-s02","location":"https://erc.europa.eu/apply-grant/synergy-grant","observed":"Two to four principal investigators bring complementary resources to a problem a single PI cannot address. The page states up to €10 million over six years; this is a team maximum, not a university allocation or expected award.","origin_group":"f-s02","publication_date":null,"publisher":"European Research Council","title":"ERC Synergy Grants"},"f-s03":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":2},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Overview and schedule table","id":"f-s03","location":"https://www.gif.org.il/programs/programs-gif-2026/","observed":"The collaborative track concerns German–Israeli AI research across STEM and social sciences/humanities, up to €300,000 over three years. The page lists pre-proposals due 15 October 2026, but lists February 1, 2026 for a subsequent decision stage, creating an internal date inconsistency.","origin_group":"f-s03","publication_date":null,"publisher":"German-Israeli Foundation","title":"GIF 2026: AI in Science and Society"},"f-s04":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Distinguishing Features; FAQ excluded projects","id":"f-s04","location":"https://www.hfsp.org/funding/hfsp-funding/research-grants","observed":"HFSP supports international, interdisciplinary basic biological research, including engineering and computational contributions. Applied medical, diagnostic and treatment-development projects are excluded.","origin_group":"shared-first-party-f-s04","publication_date":null,"publisher":"Human Frontier Science Program","title":"HFSP Research Grants"},"f-s05":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Member country list and principal-applicant paragraph","id":"f-s05","location":"https://www.hfsp.org/funding/hfsp-funding/hfsp-member-countries","observed":"Israel appears among member countries. Principal applicants must be based in a member country; other team members may be elsewhere subject to team rules.","origin_group":"shared-first-party-f-s04","publication_date":null,"publisher":"Human Frontier Science Program","title":"HFSP member countries"},"f-s06":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Who can apply; What funding covers","id":"f-s06","location":"https://marie-sklodowska-curie-actions.ec.europa.eu/actions/doctoral-networks","observed":"Doctoral Networks support joint training across academia and other sectors. The minimum consortium has three independent entities in different EU member or associated countries, including at least one EU member state; student mobility and recruitment rules apply.","origin_group":"f-s06","publication_date":"2026-08-10","publisher":"European Commission","title":"MSCA Doctoral Networks"},"f-s07":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Funding opportunity and applicant instructions","id":"f-s07","location":"https://www.dfg.de/en/research-funding/funding-opportunities/countries-regions/il-isf","observed":"The DFG and ISF provide a route for joint basic research across sciences and humanities. Researchers must follow the applicable rules of both foundations; topic fit alone does not establish eligibility.","origin_group":"f-s07","publication_date":null,"publisher":"DFG","title":"Joint Israeli–German basic research"},"f-s08":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Programme purpose and conditions","id":"f-s08","location":"https://innovationisrael.org.il/en/programs/applied-research-in-academia/","observed":"The programme advances innovative academic technology toward adoption by Israeli industry for commercial product development.","origin_group":"f-s08","publication_date":null,"publisher":"Israel Innovation Authority","title":"Applied Research in Academia — Applied Research Fund"},"f-s09":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"What are COST Actions; networking activities","id":"f-s09","location":"https://www.cost.eu/cost-actions/what-are-cost-actions/","observed":"COST Actions are interdisciplinary networks supporting interaction across institutions and sectors. They are a route to build collaborations, rather than a substitute for a full experimental research budget.","origin_group":"f-s09","publication_date":null,"publisher":"COST Association","title":"What are COST Actions?"},"f-s10":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Our Purpose","id":"f-s10","location":"https://birad.biz/about/","observed":"BIRAD describes its technology-transfer remit as identifying academic inventions, protecting intellectual property, licensing, industry partnerships and spin-outs.","origin_group":"f-s10","publication_date":null,"publisher":"BIRAD / Bar-Ilan","title":"BIRAD Research & Development"},"f-s11":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Research Authority, main body","id":"f-s11","location":"https://www.biu.ac.il/en/research/research-bodies/research-authority","observed":"The Research Authority supports grant applications and management and develops international academic collaborations.","origin_group":"f-s11","publication_date":null,"publisher":"Bar-Ilan University","title":"Bar-Ilan Research Authority"},"f-s12":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Proposal support","id":"f-s12","location":"https://research.biu.ac.il/EUR&DTeamandServices","observed":"The EU support team assists with feasibility checks, partner search, consortia, proposal and budget preparation. The page recommends initiating proposal support at least four months before submission.","origin_group":"f-s12","publication_date":"2025-11-23","publisher":"Bar-Ilan Research Authority","title":"EU R&D team and services"},"f-s13":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Calls for Proposals — Registered Users Only","id":"f-s13","location":"https://research.biu.ac.il/FundingOptions","observed":"The university funding-options page restricts its calls-for-proposals directory to registered users. That private directory was not accessed.","origin_group":"f-s13","publication_date":"2025-08-06","publisher":"Bar-Ilan Research Authority","title":"Funding options"},"f-s14":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Opening programme-proposal paragraphs","id":"f-s14","location":"https://research-and-innovation.ec.europa.eu/news/all-research-and-innovation-news/horizon-europe-2028-2034-twice-bigger-simpler-faster-and-more-impactful-2025-07-16_en","observed":"The July 2025 announcement proposes the next 2028–2034 framework. It is evidence of a proposal, not a guarantee of final budgets, calls or Israeli participation through 2031.","origin_group":"shared-first-party-f-s14","publication_date":"2025-07-16","publisher":"European Commission","title":"Horizon Europe 2028–2034 proposal"},"f-s15":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Proposed scope and Next Steps","id":"f-s15","location":"https://north-africa-middle-east-gulf.ec.europa.eu/news/commission-proposes-partial-suspension-israels-association-horizon-europe-2025-07-29_en","observed":"The July 2025 proposal targeted EIC Accelerator participation and stated that collaborative university research was not covered. The announcement required Council approval; it does not establish the final legal position at the report cutoff.","origin_group":"shared-first-party-f-s14","publication_date":"2025-07-29","publisher":"European Commission","title":"Proposal for partial suspension of Israel association"},"f-s16":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Policy background; Funding opportunities","id":"f-s16","location":"https://research-and-innovation.ec.europa.eu/strategy/strategy-research-and-innovation/europe-world/international-cooperation/association-horizon-europe/israel_en","observed":"The country page describes Israel as associated to Horizon Europe and identifies the 2021–2027 programme period. Specific call eligibility and any subsequent restrictions require current checks.","origin_group":"shared-first-party-f-s14","publication_date":null,"publisher":"European Commission","title":"Israel: international research cooperation"},"f-s17":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Overview; WHO response","id":"f-s17","location":"https://www.who.int/news-room/fact-sheets/detail/ageing-and-health","observed":"WHO describes population ageing and the need for person-centred care, supportive environments and healthy-ageing research. This supports a problem context, not efficacy of any proposed technology.","origin_group":"f-s17","publication_date":"2025-10-01","publisher":"World Health Organization","title":"Ageing and health"},"f-s18":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":2},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Executive summary; data-centre demand outlook","id":"f-s18","location":"https://www.iea.org/reports/key-questions-on-energy-and-ai/executive-summary","observed":"IEA's 2026 update projects roughly doubled data-centre electricity consumption between 2025 and 2030. This is a scenario-based electricity-demand outlook, not a measure of research funding or proof that any computing architecture will win.","origin_group":"f-s18","publication_date":null,"publisher":"International Energy Agency","title":"Key Questions on Energy and AI — executive summary"},"f-s19":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"AI Risk Management Framework overview","id":"f-s19","location":"https://www.nist.gov/itl/ai-risk-management-framework","observed":"NIST's voluntary framework addresses trustworthiness across AI design, development, use and evaluation. It supports the relevance of reliability and evaluation work, not certification of a proposed system.","origin_group":"f-s19","publication_date":null,"publisher":"NIST","title":"AI Risk Management Framework"},"f-s20":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"IMT-2030 framework; usage scenarios and capabilities","id":"f-s20","location":"https://www.itu.int/en/ITU-R/study-groups/rsg5/rwp5d/imt-2030/Pages/default.aspx","observed":"The IMT-2030 framework includes integrated sensing and communication, reliability and other future-network capabilities. It is a standardization roadmap, not evidence of deployment by 2031.","origin_group":"f-s20","publication_date":null,"publisher":"International Telecommunication Union","title":"IMT towards 2030 and beyond"},"f-s21":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":3},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Research agenda introduction","id":"f-s21","location":"https://www.who.int/activities/promoting-research-on-antimicrobial-resistance","observed":"WHO's agenda identifies research priorities through 2030 across AMR prevention, diagnosis and treatment and a One Health agenda joining human, animal, plant and environmental health.","origin_group":"f-s21","publication_date":null,"publisher":"World Health Organization","title":"Promoting research on antimicrobial resistance"},"f-s22":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The institution administers the documented function or programme.","score":3},"method":{"rationale":"Authoritative for stated programme scope; not evidence of award probability or future availability.","score":2},"provenance":{"rationale":"Inspected original institutional or funder page.","score":3}},"evidence_locator":"Official report summary","id":"f-s22","location":"https://unepdhi.org/sdg632-2024-progress-report-en/","observed":"The official report summary describes increased country reporting but an urgent need to strengthen monitoring in many low- and middle-income countries. This supports a monitoring problem, not demand for a particular sensor. The original UN-Water page and PDF could not be fetched; only this summary was read.","origin_group":"f-s22","publication_date":null,"publisher":"UNEP-DHI","title":"Progress on Ambient Water Quality — 2024 report summary"},"pxa-s-US10002660B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publication records the inventors and bibliographic metadata relevant to this bounded attribution.","score":3},"method":{"rationale":"Google Patents reproduction inspected; no patent-office prosecution or current-ownership audit. Family ID describes the source's grouping.","score":2},"provenance":{"rationale":"Identifiable public patent-office publication with directly inspected structured front matter and source locator.","score":3}},"evidence_locator":"Info > Publication number / Inventor / Original Assignee / Publication date; structured DC metadata; Family > ID. Response HTML SHA-256 e7be820d294b64ff024ee4632082fcd8a0f041ad34b6fdfc0fe33781636d1784. Underlying PDF locator (not separately read): https://patentimages.storage.googleapis.com/1f/0e/5d/97d8f6a0d4867f/US10002660.pdf","id":"pxa-s-US10002660B2","location":"https://patents.google.com/patent/US10002660B2/en","observed":"Publication US10002660B2; title: Transistor gain cell with feedback; inventors: Robert GITERMAN; Adam TEMAN; Pascal MEINERZHAGEN; Andreas Burg; Alexander Fish; publication date: 2018-06-19; original-assignee metadata: Bar Ilan University; application US:15/632,555; Google Family ID=59999621.","origin_group":"patent-family-59999621","publication_date":"2018-06-19","publisher":"USPTO patent publication reproduced by Google Patents","title":"US10002660B2 — Transistor gain cell with feedback"},"pxa-s-US10398314B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/7e/25/1f/a536237899adb5/US10398314.pdf","id":"pxa-s-US10398314B2","location":"https://patents.google.com/patent/US10398314B2/en","observed":"Bibliographic record US10398314B2; title: Method and system for non-invasively monitoring biological or biochemical parameters of individual; inventor field: Zeev Zalevsky; Javier Garcia; Yevgeny BEIDERMAN; Israel MARGALIT; Nisim Nisan OZANA; Nadav ARBEL; Vicente MICO; Martin Sanz SABATER; Yael BISHITZ; Asaf Shahmoon; publication date: 2019-09-03; listed assignee field: Universitat de Valencia; Bar Ilan University; application: US:15/483,828. Google family ID: 50027363. Related Parent Applications names US14/168,730 / US9636041B2 as Continuation.","origin_group":"patent-family-50027363","publication_date":"2019-09-03","publisher":"USPTO patent publication reproduced by Google Patents","title":"US10398314B2 — Method and system for non-invasively monitoring biological or biochemical parameters of individual"},"pxa-s-US10497410B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/f4/51/99/881679a0406932/US10497410.pdf","id":"pxa-s-US10497410B2","location":"https://patents.google.com/patent/US10497410B2/en","observed":"Bibliographic record US10497410B2; title: High-density memory macro; inventor field: Elad Mentovich; Narkis Geuli; Robert GITERMAN; Alexander Fish; Adam TEMAN; publication date: 2019-12-03; listed assignee field: Bar Ilan University; Mellanox Technologies Ltd; application: US:16/121,672. Google family ID: 65518724.","origin_group":"patent-family-65518724","publication_date":"2019-12-03","publisher":"USPTO patent publication reproduced by Google Patents","title":"US10497410B2 — High-density memory macro"},"pxa-s-US10595755B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/ed/85/d7/89b38dff563c81/US10595755.pdf","id":"pxa-s-US10595755B2","location":"https://patents.google.com/patent/US10595755B2/en","observed":"Bibliographic record US10595755B2; title: System and method for monitoring glucose level; inventor field: Zeev Zalevsky; Roy TALMAN; Yevgeny BEIDERMAN; Nisim Nisan OZANA; Javier Garcia; publication date: 2020-03-24; listed assignee field: ContinUse Biometrics Ltd; application: US:15/945,004. Google family ID: 66624641.","origin_group":"patent-family-66624641","publication_date":"2020-03-24","publisher":"USPTO patent publication reproduced by Google Patents","title":"US10595755B2 — System and method for monitoring glucose level"},"pxa-s-US10724846B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/de/1b/a2/1f8474d679cc30/US10724846.pdf","id":"pxa-s-US10724846B2","location":"https://patents.google.com/patent/US10724846B2/en","observed":"Bibliographic record US10724846B2; title: System and method for use in depth characterization of objects; inventor field: Zeev Zalevsky; Javier Garcia; Nisim Nisan OZANA; Ran CALIFA; Moshe Arie Ariel SCHWARZ; publication date: 2020-07-28; listed assignee field: ContinUse Biometrics Ltd; application: US:16/303,295. Google family ID: 60412202.","origin_group":"patent-family-60412202","publication_date":"2020-07-28","publisher":"USPTO patent publication reproduced by Google Patents","title":"US10724846B2 — System and method for use in depth characterization of objects"},"pxa-s-US10803920B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; underlying publication PDF: https://patentimages.storage.googleapis.com/65/42/e3/34a4f52cb8b30f/US10803920.pdf","id":"pxa-s-US10803920B2","location":"https://patents.google.com/patent/US10803920B2/en","observed":"Bibliographic record US10803920B2; title: Refresh controller for first-in first-out memories; inventor field: Adam TEMAN; Tzachi Noy; publication date: 2020-10-13; listed assignee field: Birad Research and Development Co Ltd; application: US:16/199,448.","origin_group":"patent-family-US:16/199,448","publication_date":"2020-10-13","publisher":"USPTO patent publication reproduced by Google Patents","title":"US10803920B2 — Refresh controller for first-in first-out memories"},"pxa-s-US10811073B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; underlying publication PDF: https://patentimages.storage.googleapis.com/5c/d0/35/7eeba28544a677/US10811073.pdf","id":"pxa-s-US10811073B2","location":"https://patents.google.com/patent/US10811073B2/en","observed":"Bibliographic record US10811073B2; title: Dynamic memory physical unclonable function; inventor field: Robert GITERMAN; Yoav Weizman; Adam TEMAN; publication date: 2020-10-20; listed assignee field: Birad Research and Development Co Ltd; application: US:16/387,552.","origin_group":"patent-family-US:16/387,552","publication_date":"2020-10-20","publisher":"USPTO patent publication reproduced by Google Patents","title":"US10811073B2 — Dynamic memory physical unclonable function"},"pxa-s-US10856739B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/fb/63/2a/e3b502a3a2c5ae/US10856739.pdf","id":"pxa-s-US10856739B2","location":"https://patents.google.com/patent/US10856739B2/en","observed":"Bibliographic record US10856739B2; title: System and method for monitoring of objects with increased sensitivity; inventor field: Zeev Zalevsky; Nisim Nisan OZANA; publication date: 2020-12-08; listed assignee field: ContinUse Biometrics Ltd; application: US:16/461,856. Google family ID: 62145393.","origin_group":"patent-family-62145393","publication_date":"2020-12-08","publisher":"USPTO patent publication reproduced by Google Patents","title":"US10856739B2 — System and method for monitoring of objects with increased sensitivity"},"pxa-s-US10991421B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; underlying publication PDF: https://patentimages.storage.googleapis.com/08/da/c1/8f6db7e99874ee/US10991421.pdf","id":"pxa-s-US10991421B2","location":"https://patents.google.com/patent/US10991421B2/en","observed":"Bibliographic record US10991421B2; title: Complementary dual-modular redundancy memory cell; inventor field: Robert GITERMAN; Lior ATIAS; Adam TEMAN; Alexander Fish; publication date: 2021-04-27; listed assignee field: Bar Ilan University; application: US:16/317,837.","origin_group":"patent-family-US:16/317,837","publication_date":"2021-04-27","publisher":"USPTO patent publication reproduced by Google Patents","title":"US10991421B2 — Complementary dual-modular redundancy memory cell"},"pxa-s-US11083907B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/1d/65/25/0baf28e639e27a/US11083907.pdf","id":"pxa-s-US11083907B2","location":"https://patents.google.com/patent/US11083907B2/en","observed":"Bibliographic record US11083907B2; title: Superparamagnetic particle scaffold for regenerating damaged neural tissue; inventor field: Johannes Dapprich; Karl P Dresdner, Jr.; publication date: 2021-08-10; listed assignee field: Neuropair Inc; application: US:15/731,789. Google family ID: 61282309.","origin_group":"patent-family-61282309","publication_date":"2021-08-10","publisher":"USPTO patent publication reproduced by Google Patents","title":"US11083907B2 — Superparamagnetic particle scaffold for regenerating damaged neural tissue"},"pxa-s-US11127455B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; underlying publication PDF: https://patentimages.storage.googleapis.com/fc/a2/b7/1f40cca7da0425/US11127455.pdf","id":"pxa-s-US11127455B2","location":"https://patents.google.com/patent/US11127455B2/en","observed":"Bibliographic record US11127455B2; title: Fin-FET gain cells; inventor field: Adam TEMAN; Amir Shalom; Robert GITERMAN; Alexander Fish; publication date: 2021-09-21; listed assignee field: Bar Ilan University; application: US:16/699,003.","origin_group":"patent-family-US:16/699,003","publication_date":"2021-09-21","publisher":"USPTO patent publication reproduced by Google Patents","title":"US11127455B2 — Fin-FET gain cells"},"pxa-s-US11275083B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/92/09/b6/c9640e9a18ab0e/US11275083.pdf","id":"pxa-s-US11275083B2","location":"https://patents.google.com/patent/US11275083B2/en","observed":"Bibliographic record US11275083B2; title: Method and system for detecting a target within a population of molecules; inventor field: Ady Arie; Amos Danielli; publication date: 2022-03-15; listed assignee field: Ramot at Tel Aviv University Ltd; application: US:16/240,839. Google family ID: 39078504. Family Applications lists US8465989B2, US9575068B2, US10175246B2 and US11275083B2.","origin_group":"patent-family-39078504","publication_date":"2022-03-15","publisher":"USPTO patent publication reproduced by Google Patents","title":"US11275083B2 — Method and system for detecting a target within a population of molecules"},"pxa-s-US11309008B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; underlying publication PDF: https://patentimages.storage.googleapis.com/62/f9/e5/20cc2b2ee10549/US11309008.pdf","id":"pxa-s-US11309008B2","location":"https://patents.google.com/patent/US11309008B2/en","observed":"Bibliographic record US11309008B2; title: Gain cell embedded DRAM in fully depleted silicon-on-insulator technology; inventor field: Robert GITERMAN; Adam TEMAN; publication date: 2022-04-19; listed assignee field: Bar Ilan University; application: US:17/257,893.","origin_group":"patent-family-US:17/257,893","publication_date":"2022-04-19","publisher":"USPTO patent publication reproduced by Google Patents","title":"US11309008B2 — Gain cell embedded DRAM in fully depleted silicon-on-insulator technology"},"pxa-s-US11406294B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/a4/a6/c6/f941baf32c7e45/US11406294.pdf","id":"pxa-s-US11406294B2","location":"https://patents.google.com/patent/US11406294B2/en","observed":"Bibliographic record US11406294B2; title: System and method for improved monitoring of a sample; inventor field: Zeev Zalevsky; Javier Garcia; Nisim Nisan OZANA; publication date: 2022-08-09; listed assignee field: ContinUse Biometrics Ltd; application: US:16/347,921. Google family ID: 62109461.","origin_group":"patent-family-62109461","publication_date":"2022-08-09","publisher":"USPTO patent publication reproduced by Google Patents","title":"US11406294B2 — System and method for improved monitoring of a sample"},"pxa-s-US11556145B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/c8/bd/f8/6d5a40a080c08e/US11556145.pdf","id":"pxa-s-US11556145B2","location":"https://patents.google.com/patent/US11556145B2/en","observed":"Bibliographic record US11556145B2; title: Skew-balancing algorithm for digital circuitry; inventor field: Adam TEMAN; Yehuda Kra; Tzachi Noy; publication date: 2023-01-17; listed assignee field: Birad Research and Development Co Ltd; application: US:17/190,600. Google family ID: 80224257.","origin_group":"patent-family-80224257","publication_date":"2023-01-17","publisher":"USPTO patent publication reproduced by Google Patents","title":"US11556145B2 — Skew-balancing algorithm for digital circuitry"},"pxa-s-US11623025B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publication records the inventors and bibliographic metadata relevant to this bounded attribution.","score":3},"method":{"rationale":"Google Patents reproduction inspected; no patent-office prosecution or current-ownership audit. Family ID describes the source's grouping.","score":2},"provenance":{"rationale":"Identifiable public patent-office publication with directly inspected structured front matter and source locator.","score":3}},"evidence_locator":"Info > Publication number / Inventor / Original Assignee / Publication date; structured DC metadata; Family > ID. Response HTML SHA-256 c7ce5fe4f87b0664b3406637aaf84af44538f63aa68f5b9b49f2164f4a1c1c49. Underlying PDF locator (not separately read): https://patentimages.storage.googleapis.com/0f/b9/eb/d165b79451c555/US11623025.pdf","id":"pxa-s-US11623025B2","location":"https://patents.google.com/patent/US11623025B2/en","observed":"Publication US11623025B2; title: Methods and kits for guiding growth of cells or cell components and uses thereof in tissue repair; inventors: Orit SHEFI; Merav ANTMAN-PASSIG; publication date: 2023-04-11; original-assignee metadata: Bar Ilan University; application US:16/078,413; Google Family ID=59686084.","origin_group":"patent-family-59686084","publication_date":"2023-04-11","publisher":"USPTO patent publication reproduced by Google Patents","title":"US11623025B2 — Methods and kits for guiding growth of cells or cell components and uses thereof in tissue repair"},"pxa-s-US11737677B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/af/8d/20/16b06ad86a2514/US11737677.pdf","id":"pxa-s-US11737677B2","location":"https://patents.google.com/patent/US11737677B2/en","observed":"Bibliographic record US11737677B2; title: System and method for use in photoplethysmography; inventor field: Zeev Zalevsky; Nisim Nisan OZANA; Javier Garcia; Ran CALIFA; Sagi Polani; Moshe Arie Ariel SCHWARZ; Hadar GENISH; publication date: 2023-08-29; listed assignee field: ContinUse Biometrics Ltd; application: US:16/429,284. Google family ID: 67874139.","origin_group":"patent-family-67874139","publication_date":"2023-08-29","publisher":"USPTO patent publication reproduced by Google Patents","title":"US11737677B2 — System and method for use in photoplethysmography"},"pxa-s-US12269977B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/8b/60/bf/8240f10dd5d9a1/US12269977B2.pdf","id":"pxa-s-US12269977B2","location":"https://patents.google.com/patent/US12269977B2/en","observed":"Bibliographic record US12269977B2; title: Colloidal semiconductor nanostructures; inventor field: Uri Banin; Jiabin Cui; Yossi PANFIL; Nir WAISKOPF; Meirav ODED; publication date: 2025-04-08; listed assignee field: Yissum Research Development Co of Hebrew University of Jerusalem; application: US:17/421,650. Google family ID: 69326599.","origin_group":"patent-family-69326599","publication_date":"2025-04-08","publisher":"USPTO patent publication reproduced by Google Patents","title":"US12269977B2 — Colloidal semiconductor nanostructures"},"pxa-s-US12498854B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications","id":"pxa-s-US12498854B2","location":"https://patents.google.com/patent/US12498854B2/en","observed":"Bibliographic record US12498854B2; title: Physically-driven generation of many-ported storage arrays; inventor field: Adam TEMAN; Hanan Marinberg; Tzachi Noy; publication date: 2025-12-16; listed assignee field: Birad Research and Development Co Ltd; application: US:18/350,145. Google family ID: 94210985.","origin_group":"patent-family-94210985","publication_date":"2025-12-16","publisher":"USPTO patent publication reproduced by Google Patents","title":"US12498854B2 — Physically-driven generation of many-ported storage arrays"},"pxa-s-US20030054755A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/17/85/8c/27b0eb18569aeb/US20030054755A1.pdf","id":"pxa-s-US20030054755A1","location":"https://patents.google.com/patent/US20030054755A1/en","observed":"Bibliographic record US20030054755A1; title: Wireless receiver with anti-jamming; inventor field: Ephraim Zehavi; Ido Bettesh; publication date: 2003-03-20; listed assignee field: Individual; application: US:10/094,028. Google family ID: 26956859.","origin_group":"patent-family-26956859","publication_date":"2003-03-20","publisher":"USPTO patent publication reproduced by Google Patents","title":"US20030054755A1 — Wireless receiver with anti-jamming"},"pxa-s-US20130010295A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/5a/4e/9e/3bdfe3cc8f7185/US20130010295A1.pdf","id":"pxa-s-US20130010295A1","location":"https://patents.google.com/patent/US20130010295A1/en","observed":"Bibliographic record US20130010295A1; title: System and method for polarization measurement; inventor field: Nir Davidson; Asher Friesem; Moti Fridman; publication date: 2013-01-10; listed assignee field: Yeda Research and Development Co Ltd; application: US:13/636,983. Google family ID: 44169909.","origin_group":"patent-family-44169909","publication_date":"2013-01-10","publisher":"USPTO patent publication reproduced by Google Patents","title":"US20130010295A1 — System and method for polarization measurement"},"pxa-s-US20150098697A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/13/14/c2/cabf6d4ff3ce86/US20150098697A1.pdf","id":"pxa-s-US20150098697A1","location":"https://patents.google.com/patent/US20150098697A1/en","observed":"Bibliographic record US20150098697A1; title: System and method for mode division multiplexing; inventor field: Dan Mark Marom; Miri Blau; publication date: 2015-04-09; listed assignee field: Yissum Research Development Co of Hebrew University of Jerusalem; application: US:14/396,898. Google family ID: 48444466. Applications Claiming Priority and Country Status name PCT/IL2013/050361 and WO2013160902A1.","origin_group":"patent-family-48444466","publication_date":"2015-04-09","publisher":"USPTO patent publication reproduced by Google Patents","title":"US20150098697A1 — System and method for mode division multiplexing"},"pxa-s-US20230257832A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/92/66/ad/71443a8b41e988/US20230257832A1.pdf","id":"pxa-s-US20230257832A1","location":"https://patents.google.com/patent/US20230257832A1/en","observed":"Bibliographic record US20230257832A1; title: Detecting and quantifying a viral target nucleic acid sequence; inventor field: Amos Danielli; Michael Margulis; publication date: 2023-08-17; listed assignee field: Bar Ilan University; application: US:18/014,507. Google family ID: 79552981.","origin_group":"patent-family-79552981","publication_date":"2023-08-17","publisher":"USPTO patent publication reproduced by Google Patents","title":"US20230257832A1 — Detecting and quantifying a viral target nucleic acid sequence"},"pxa-s-US20240044705A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/2b/96/22/b4f05f500584fc/US20240044705A1.pdf","id":"pxa-s-US20240044705A1","location":"https://patents.google.com/patent/US20240044705A1/en","observed":"Bibliographic record US20240044705A1; title: Optical spectrometer system; inventor field: Moti Fridman; Avi Klein; publication date: 2024-02-08; listed assignee field: Bar Ilan University; application: US:18/258,962. Google family ID: 82159119. Timeline records US12467788B2 publication/grant on 2025-11-11.","origin_group":"patent-family-82159119","publication_date":"2024-02-08","publisher":"USPTO patent publication reproduced by Google Patents","title":"US20240044705A1 — Optical spectrometer system"},"pxa-s-US20240219302A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/4d/76/2f/429949b1584e98/US20240219302A1.pdf","id":"pxa-s-US20240219302A1","location":"https://patents.google.com/patent/US20240219302A1/en","observed":"Bibliographic record US20240219302A1; title: Optical emission biosensing using magnetic beads with a fast aggregation time; inventor field: Amos Danielli; Shmuel BURG; publication date: 2024-07-04; listed assignee field: Bar Ilan University; application: US:18/289,130. Google family ID: 83932643.","origin_group":"patent-family-83932643","publication_date":"2024-07-04","publisher":"USPTO patent publication reproduced by Google Patents","title":"US20240219302A1 — Optical emission biosensing using magnetic beads with a fast aggregation time"},"pxa-s-US20240402165A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/74/3c/d9/dbd4c3a11083fb/US20240402165A1.pdf","id":"pxa-s-US20240402165A1","location":"https://patents.google.com/patent/US20240402165A1/en","observed":"Bibliographic record US20240402165A1; title: Spiky metal structures; inventor field: Ulyana Shimanovich; Aleksei V. SOLOMONOV; Alexander Tesler; publication date: 2024-12-05; listed assignee field: Yeda Research and Development Co Ltd; application: US:18/688,809. Google family ID: 83457043.","origin_group":"patent-family-83457043","publication_date":"2024-12-05","publisher":"USPTO patent publication reproduced by Google Patents","title":"US20240402165A1 — Spiky metal structures"},"pxa-s-US20260105952A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications","id":"pxa-s-US20260105952A1","location":"https://patents.google.com/patent/US20260105952A1/en","observed":"Bibliographic record US20260105952A1; title: Independent Reference Generation for Single RBL Memory Circuits; inventor field: Halil Andac Yigit; Robert GITERMAN; Andreas Burg; Adam TEMAN; Odem HAREL; publication date: 2026-04-16; listed assignee field: Raaam Memory Technologies Ltd; Bar Ilan University; application: US:19/350,372. Google family ID: 99436265.","origin_group":"patent-family-99436265","publication_date":"2026-04-16","publisher":"USPTO patent publication reproduced by Google Patents","title":"US20260105952A1 — Independent Reference Generation for Single RBL Memory Circuits"},"pxa-s-US6005855A":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/2b/25/bf/ec6fd446614561/US6005855.pdf","id":"pxa-s-US6005855A","location":"https://patents.google.com/patent/US6005855A/en","observed":"Bibliographic record US6005855A; title: Method and apparatus for providing variable rate data in a communications system using statistical multiplexing; inventor field: Ephraim Zehavi; Jack K. Wolf; Leonard N. Schiff; publication date: 1999-12-21; listed assignee field: Qualcomm Inc; application: US:08/957,486. Google family ID: 23710810.","origin_group":"patent-family-23710810","publication_date":"1999-12-21","publisher":"USPTO patent publication reproduced by Google Patents","title":"US6005855A — Method and apparatus for providing variable rate data in a communications system using statistical multiplexing"},"pxa-s-US6118826A":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/b4/4c/64/2034d75fad6980/US6118826.pdf","id":"pxa-s-US6118826A","location":"https://patents.google.com/patent/US6118826A/en","observed":"Bibliographic record US6118826A; title: Method and apparatus for encoding/decoding QAM trellis coded data; inventor field: Ephraim Zehavi; Jack Keil Wolf; publication date: 2000-09-12; listed assignee field: Qualcomm Inc; application: US:08/895,146. Google family ID: 24850579.","origin_group":"patent-family-24850579","publication_date":"2000-09-12","publisher":"USPTO patent publication reproduced by Google Patents","title":"US6118826A — Method and apparatus for encoding/decoding QAM trellis coded data"},"pxa-s-US6496543B1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/cd/82/e4/a315dce3cdf476/US6496543.pdf","id":"pxa-s-US6496543B1","location":"https://patents.google.com/patent/US6496543B1/en","observed":"Bibliographic record US6496543B1; title: Method and apparatus for providing high speed data communications in a cellular environment; inventor field: Ephraim Zehavi; publication date: 2002-12-17; listed assignee field: Qualcomm Inc; application: US:08/741,320. Google family ID: 24980247.","origin_group":"patent-family-24980247","publication_date":"2002-12-17","publisher":"USPTO patent publication reproduced by Google Patents","title":"US6496543B1 — Method and apparatus for providing high speed data communications in a cellular environment"},"pxa-s-US6600726B1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/fe/84/da/33e89103a84278/US6600726.pdf","id":"pxa-s-US6600726B1","location":"https://patents.google.com/patent/US6600726B1/en","observed":"Bibliographic record US6600726B1; title: Multiple wireless communication protocol methods and apparatuses; inventor field: Ron Nevo; Ephraim Zehavi; Brett A. Monello; Ran Ginosar; publication date: 2003-07-29; listed assignee field: Mobilian Corp; application: US:09/439,946. Google family ID: 44533485.","origin_group":"patent-family-44533485","publication_date":"2003-07-29","publisher":"USPTO patent publication reproduced by Google Patents","title":"US6600726B1 — Multiple wireless communication protocol methods and apparatuses"},"pxa-s-US6745018B1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/ca/e6/86/c13b8917410f16/US6745018.pdf","id":"pxa-s-US6745018B1","location":"https://patents.google.com/patent/US6745018B1/en","observed":"Bibliographic record US6745018B1; title: Active cancellation of a wireless coupled transmit signal; inventor field: Ephraim Zehavi; Robert P. Gilmore; Robert Wentworth; James Gilb; publication date: 2004-06-01; listed assignee field: Intel Corp; application: US:09/677,070. Google family ID: 24717189.","origin_group":"patent-family-24717189","publication_date":"2004-06-01","publisher":"USPTO patent publication reproduced by Google Patents","title":"US6745018B1 — Active cancellation of a wireless coupled transmit signal"},"pxa-s-US6894988B1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/0c/1e/87/39baff9b9d2e41/US6894988.pdf","id":"pxa-s-US6894988B1","location":"https://patents.google.com/patent/US6894988B1/en","observed":"Bibliographic record US6894988B1; title: Wireless apparatus having multiple coordinated transceivers for multiple wireless communication protocols; inventor field: Ephraim Zehavi; publication date: 2005-05-17; listed assignee field: Intel Corp; application: US:09/408,725. Google family ID: 23617499.","origin_group":"patent-family-23617499","publication_date":"2005-05-17","publisher":"USPTO patent publication reproduced by Google Patents","title":"US6894988B1 — Wireless apparatus having multiple coordinated transceivers for multiple wireless communication protocols"},"pxa-s-US6928123B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/a4/94/d4/8a3878803a0535/US6928123.pdf","id":"pxa-s-US6928123B2","location":"https://patents.google.com/patent/US6928123B2/en","observed":"Bibliographic record US6928123B2; title: Wireless network with enhanced data rate; inventor field: Ephraim Zehavi; publication date: 2005-08-09; listed assignee field: Intel Corp; application: US:09/835,284. Google family ID: 25269111.","origin_group":"patent-family-25269111","publication_date":"2005-08-09","publisher":"USPTO patent publication reproduced by Google Patents","title":"US6928123B2 — Wireless network with enhanced data rate"},"pxa-s-US6928266B1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/06/67/a8/e0959791d44698/US6928266.pdf","id":"pxa-s-US6928266B1","location":"https://patents.google.com/patent/US6928266B1/en","observed":"Bibliographic record US6928266B1; title: Wireless apparatus interference avoidance/resolution method and apparatuses; inventor field: Ron Nevo; Ephraim Zehavi; Brett A. Monello; publication date: 2005-08-09; listed assignee field: Intel Corp; application: US:09/438,215. Google family ID: 23739724.","origin_group":"patent-family-23739724","publication_date":"2005-08-09","publisher":"USPTO patent publication reproduced by Google Patents","title":"US6928266B1 — Wireless apparatus interference avoidance/resolution method and apparatuses"},"pxa-s-US6928266B2":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxa-s-US6928266B2","location":"https://patents.google.com/patent/US6928266B2/en","observed":null,"origin_group":"patent-locator-US6928266B2","publication_date":null,"publisher":"Google Patents","title":"Attempted patent locator US6928266B2"},"pxa-s-US6990082B1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/05/4c/d2/ec3f9d33220bc9/US6990082.pdf","id":"pxa-s-US6990082B1","location":"https://patents.google.com/patent/US6990082B1/en","observed":"Bibliographic record US6990082B1; title: Wireless apparatus having a transceiver equipped to support multiple wireless communication protocols; inventor field: Ephraim Zehavi; Ron Nevo; publication date: 2006-01-24; listed assignee field: Intel Corp; application: US:09/436,458. Google family ID: 23732479.","origin_group":"patent-family-23732479","publication_date":"2006-01-24","publisher":"USPTO patent publication reproduced by Google Patents","title":"US6990082B1 — Wireless apparatus having a transceiver equipped to support multiple wireless communication protocols"},"pxa-s-US6990082B2":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxa-s-US6990082B2","location":"https://patents.google.com/patent/US6990082B2/en","observed":null,"origin_group":"patent-locator-US6990082B2","publication_date":null,"publisher":"Google Patents","title":"Attempted patent locator US6990082B2"},"pxa-s-US7193965B1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/29/29/8b/c0d3a95844edc0/US7193965.pdf","id":"pxa-s-US7193965B1","location":"https://patents.google.com/patent/US7193965B1/en","observed":"Bibliographic record US7193965B1; title: Multi-wireless network configurable behavior; inventor field: Ron Nevo; Xudong Zhao; Dror Shindelman; Michael Vakulenko; Ephraim Zehavi; publication date: 2007-03-20; listed assignee field: Intel Corp; application: US:09/565,215. Google family ID: 24257670.","origin_group":"patent-family-24257670","publication_date":"2007-03-20","publisher":"USPTO patent publication reproduced by Google Patents","title":"US7193965B1 — Multi-wireless network configurable behavior"},"pxa-s-US7239675B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/cd/7c/4c/953246d21bdb75/US7239675.pdf","id":"pxa-s-US7239675B2","location":"https://patents.google.com/patent/US7239675B2/en","observed":"Bibliographic record US7239675B2; title: GFSK receiver; inventor field: Ephi Zehavi; Boris Ginsburg; Ron Shalev; Zhao Xudong; publication date: 2007-07-03; listed assignee field: Intel Corp; application: US:10/621,056. Google family ID: 25328445.","origin_group":"patent-family-25328445","publication_date":"2007-07-03","publisher":"USPTO patent publication reproduced by Google Patents","title":"US7239675B2 — GFSK receiver"},"pxa-s-US7613171B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/85/62/05/df7b0f06834df0/US7613171.pdf","id":"pxa-s-US7613171B2","location":"https://patents.google.com/patent/US7613171B2/en","observed":"Bibliographic record US7613171B2; title: Cellular network service over WLAN; inventor field: Ephraim Zehavi; Doron Herzlich; publication date: 2009-11-03; listed assignee field: Individual; application: US:10/930,620. Google family ID: 35942939.","origin_group":"patent-family-35942939","publication_date":"2009-11-03","publisher":"USPTO patent publication reproduced by Google Patents","title":"US7613171B2 — Cellular network service over WLAN"},"pxa-s-US8531873B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/eb/a8/c1/671efa22d52b7a/US8531873.pdf","id":"pxa-s-US8531873B2","location":"https://patents.google.com/patent/US8531873B2/en","observed":"Bibliographic record US8531873B2; title: Ultra low power SRAM cell circuit with a supply feedback loop for near and sub threshold operation; inventor field: Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish; publication date: 2013-09-10; listed assignee field: Ben Gurion University of the Negev Research and Development Authority Ltd; application: US:13/103,091. Google family ID: 47090132.","origin_group":"patent-family-47090132","publication_date":"2013-09-10","publisher":"USPTO patent publication reproduced by Google Patents","title":"US8531873B2 — Ultra low power SRAM cell circuit with a supply feedback loop for near and sub threshold operation"},"pxa-s-US8538322B1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/b6/ec/5e/f552ef0d06d20e/US8538322.pdf","id":"pxa-s-US8538322B1","location":"https://patents.google.com/patent/US8538322B1/en","observed":"Bibliographic record US8538322B1; title: Transmit and admission control for CDMA satellite communication system; inventor field: Franklin P. Antonio; Ilan Kessler; Ze'ev Roth; Ephraim Zehavi; publication date: 2013-09-17; listed assignee field: Qualcomm Inc; application: US:09/027,992. Google family ID: 49122444.","origin_group":"patent-family-49122444","publication_date":"2013-09-17","publisher":"USPTO patent publication reproduced by Google Patents","title":"US8538322B1 — Transmit and admission control for CDMA satellite communication system"},"pxa-s-US8538322B2":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxa-s-US8538322B2","location":"https://patents.google.com/patent/US8538322B2/en","observed":null,"origin_group":"patent-locator-US8538322B2","publication_date":null,"publisher":"Google Patents","title":"Attempted patent locator US8538322B2"},"pxa-s-US8773895B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/e6/f7/69/d22232c71abb89/US8773895.pdf","id":"pxa-s-US8773895B2","location":"https://patents.google.com/patent/US8773895B2/en","observed":"Bibliographic record US8773895B2; title: Ultra low power memory cell with a supply feedback loop configured for minimal leakage operation; inventor field: Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish; publication date: 2014-07-08; listed assignee field: Ben Gurion University of the Negev Research and Development Authority Ltd; application: US:13/777,085. Google family ID: 47090133.","origin_group":"patent-family-47090133","publication_date":"2014-07-08","publisher":"USPTO patent publication reproduced by Google Patents","title":"US8773895B2 — Ultra low power memory cell with a supply feedback loop configured for minimal leakage operation"},"pxa-s-US9636041B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/d1/57/da/b2531956180f5f/US9636041.pdf","id":"pxa-s-US9636041B2","location":"https://patents.google.com/patent/US9636041B2/en","observed":"Bibliographic record US9636041B2; title: Method and system for non-invasively monitoring biological or biochemical parameters of individual; inventor field: Zeev Zalevsky; Javier Garcia; Yevgeny BEIDERMAN; Israel MARGALIT; Nisim Nisan OZANA; Nadav ARBEL; Vicente MICO; Martin Sanz SABATER; Yael BISHITZ; Asaf Shahmoon; publication date: 2017-05-02; listed assignee field: Universitat de Valencia; Bar Ilan University; application: US:14/168,730. Google family ID: 83852931.","origin_group":"patent-family-83852931","publication_date":"2017-05-02","publisher":"USPTO patent publication reproduced by Google Patents","title":"US9636041B2 — Method and system for non-invasively monitoring biological or biochemical parameters of individual"},"pxa-s-US9668672B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/fa/b8/b8/f9f6757b676c8a/US9668672.pdf","id":"pxa-s-US9668672B2","location":"https://patents.google.com/patent/US9668672B2/en","observed":"Bibliographic record US9668672B2; title: Method and system for non-invasively monitoring biological or biochemical parameters of individual; inventor field: Zeev Zalevsky; Javier Garcia; Vincente Mico; Michael Belkin; Yevgeny BIEDERMAN; Israel MARGALIT; publication date: 2017-06-06; listed assignee field: Universitat de Valencia; Bar Ilan University; application: US:13/564,381. Google family ID: 45809377.","origin_group":"patent-family-45809377","publication_date":"2017-06-06","publisher":"USPTO patent publication reproduced by Google Patents","title":"US9668672B2 — Method and system for non-invasively monitoring biological or biochemical parameters of individual"},"pxa-s-US9691445B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publication records the inventors and bibliographic metadata relevant to this bounded attribution.","score":3},"method":{"rationale":"Google Patents reproduction inspected; no patent-office prosecution or current-ownership audit. Family ID describes the source's grouping.","score":2},"provenance":{"rationale":"Identifiable public patent-office publication with directly inspected structured front matter and source locator.","score":3}},"evidence_locator":"Info > Publication number / Inventor / Original Assignee / Publication date; structured DC metadata; Family > ID. Response HTML SHA-256 ae2c318e3fa8de88eef5eb0920495b05dcc8c9c32d17e966b82f4e055e76361e. Underlying PDF locator (not separately read): https://patentimages.storage.googleapis.com/32/1c/c4/ba4fc8308c7adc/US9691445.pdf","id":"pxa-s-US9691445B2","location":"https://patents.google.com/patent/US9691445B2/en","observed":"Publication US9691445B2; title: Transistor gain cell with feedback; inventors: Robert GITERMAN; Adam TEMAN; Pascal MEINERZHAGEN; Andreas Burg; Alexander Fish; publication date: 2017-06-27; original-assignee metadata: Bar Ilan University; application US:15/306,796; Google Family ID=54358264.","origin_group":"patent-family-54358264","publication_date":"2017-06-27","publisher":"USPTO patent publication reproduced by Google Patents","title":"US9691445B2 — Transistor gain cell with feedback"},"pxa-s-WO2018185672A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/b5/59/c0/f0f59d7597c61c/WO2018185672A1.pdf","id":"pxa-s-WO2018185672A1","location":"https://patents.google.com/patent/WO2018185672A1/en","observed":"Bibliographic record WO2018185672A1; title: Bio-assay capture surfaces with bleached autofluorescence; inventor field: Amos Danielli; Orr HADASS; Jasenka Verbarg; publication date: 2018-10-11; listed assignee field: Magbiosense Inc; application: PC:T/IB2018/052318. Google family ID: 62104336.","origin_group":"patent-family-62104336","publication_date":"2018-10-11","publisher":"WIPO patent publication reproduced by Google Patents","title":"WO2018185672A1 — Bio-assay capture surfaces with bleached autofluorescence"},"pxa-s-WO2022207703A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent bibliographic record directly records the inventor/applicant details relevant to this bounded attribution.","score":3},"method":{"rationale":"Reproduced structured record inspected, not a live office-register or prosecution-history audit; Google legal-status and ownership assumptions are not treated as legal conclusions.","score":2},"provenance":{"rationale":"Identified patent-office publication with publication number and inspectable bibliographic fields; accessed via a public reproduction.","score":3}},"evidence_locator":"Info > Publication number; Inventor; Original Assignee / DC.contributor scheme=assignee; Publication date; application metadata; Family > ID / Related Parent Applications; underlying publication PDF: https://patentimages.storage.googleapis.com/52/d7/a3/7440a149903e82/WO2022207703A1.pdf","id":"pxa-s-WO2022207703A1","location":"https://patents.google.com/patent/WO2022207703A1/en","observed":"Bibliographic record WO2022207703A1; title: Silicone- or fluorosilicone-coated solid substrates and process for their preparation; inventor field: Alexander B. TESLER; Wolfgang H. GOLDMANN; Lucia H. PRADO; Lena FISCHER; Anca MAZARE; Sannakaisa Virtanen; Marat M. KHUSNIYAROV; Ingo THIEVESSEN; publication date: 2022-10-06; listed assignee field: Friedrich Alexander Universitaet Erlangen Nuernberg; application: PC:T/EP2022/058409. Google family ID: 75362414.","origin_group":"patent-family-75362414","publication_date":"2022-10-06","publisher":"WIPO patent publication reproduced by Google Patents","title":"WO2022207703A1 — Silicone- or fluorosilicone-coated solid substrates and process for their preparation"},"pxa-s-chalutz-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"About Me; Research Topics; visible research outputs","id":"pxa-s-chalutz-bio","location":"https://cris.biu.ac.il/en/persons/hila-chalutz-ben-gal/","observed":"Official Hila Chalutz-Ben Gal profile describes people analytics, AI, changing work and organizations. Visible output contains publications; it does not provide an inventor identifier for this run.","origin_group":"biu-profile-r07","publication_date":null,"publisher":"Bar-Ilan University","title":"Hila Chalutz-Ben Gal"},"pxa-s-danielli-cv":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party authorship and patent-list identity evidence.","score":3},"method":{"rationale":"Self-reported CV mixes filing, grant and publication dates and includes provisional identifiers; each added public record was separately inspected.","score":2},"provenance":{"rationale":"Researcher's CV hosted on official university domain.","score":3}},"evidence_locator":"PDF page 8 of 15, PATENTS entries 1–11; web extraction lines 663–685; page header 1/21/2024 despite December 2023 filename","id":"pxa-s-danielli-cv","location":"https://engineering.biu.ac.il/sites/engineering/files/shared/Amos%20Daniell%20December%202023.pdf","observed":"CV names A. Danielli with A. Arie on US8465989, US9575068, US10175246 and US11275083; with O. Hadass/J. Verbarg on PCT/IB2018/052318; with M. Margulis on provisional 62/726468 and PCT/IB2020/050761; with S. Burg on 63/183087 and PCT/IL2022/050462. Reported CV dates were not accepted as publication dates without patent-record verification.","origin_group":"biu-profile-r14","publication_date":null,"publisher":"Bar-Ilan University / Amos Danielli","title":"Amos Danielli curriculum vitae"},"pxa-s-erez-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"Main profile > Laboratory; Research; last updated 2026-07-22","id":"pxa-s-erez-bio","location":"https://gondabrain.biu.ac.il/en/node/619","observed":"Official Yaara Erez profile describes neural processing, brain networks, human neuroimaging and computational methods with clinical brain-tumor applications. No patent inventor identity supplied in the inspected profile.","origin_group":"biu-profile-r09","publication_date":null,"publisher":"Bar-Ilan University","title":"Erez Yaara | The Gonda Multidisciplinary Brain Research Center"},"pxa-s-fridman-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"Main heading > Prof. Moti Fridman; Research interests","id":"pxa-s-fridman-bio","location":"https://www.eng.biu.ac.il/fridmama/","observed":"The legacy Bar-Ilan faculty page is headed Prof. Moti Fridman and lists quantum optics, temporal optics and ultrafast phenomena, consistent with the inspected optical patent subjects.","origin_group":"biu-profile-r11","publication_date":null,"publisher":"Bar-Ilan University","title":"Dr. Moti Fridman | Faculty of Engineering"},"pxa-s-fridman-interstitial":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxa-s-fridman-interstitial","location":"https://sites.biu.ac.il/en/fridman-lab","observed":null,"origin_group":"biu-profile-r11","publication_date":null,"publisher":"Bar-Ilan University","title":"New Fridman laboratory page — access deferred"},"pxa-s-index-adam-teman":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxa-s-index-adam-teman","location":"https://patents.justia.com/inventor/adam-teman","observed":null,"origin_group":"justia-index-adam-teman","publication_date":null,"publisher":"Justia","title":"Inventor index — HTTP 403"},"pxa-s-index-amos-danielli":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxa-s-index-amos-danielli","location":"https://patents.justia.com/inventor/amos-danielli","observed":null,"origin_group":"justia-index-amos-danielli","publication_date":null,"publisher":"Justia","title":"Inventor index — HTTP 403"},"pxa-s-index-ephraim-zehavi":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxa-s-index-ephraim-zehavi","location":"https://patents.justia.com/inventor/ephraim-zehavi","observed":null,"origin_group":"justia-index-ephraim-zehavi","publication_date":null,"publisher":"Justia","title":"Inventor index — HTTP 403"},"pxa-s-index-nisim-nisan-ozana":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxa-s-index-nisim-nisan-ozana","location":"https://patents.justia.com/inventor/nisim-nisan-ozana","observed":null,"origin_group":"justia-index-nisim-nisan-ozana","publication_date":null,"publisher":"Justia","title":"Inventor index — HTTP 403"},"pxa-s-orr-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"About Me; research interests; visible research-output list","id":"pxa-s-orr-bio","location":"https://cris.biu.ac.il/en/persons/orr-levy/","observed":"Official Orr Levy profile describes biological networks, gene regulation, aging, microbiome and computational methods. Its inspected overview identifies research output but provides no inventor identifiers usable for this run.","origin_group":"biu-profile-r02","publication_date":null,"publisher":"Bar-Ilan University","title":"Orr Levy"},"pxa-s-panfil-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"About Me; Research output > Complete Mapping of Interacting Charging States in Single Coupled Colloidal Quantum Dot Molecules","id":"pxa-s-panfil-bio","location":"https://cris.biu.ac.il/en/persons/yossef-efraim-panfil/","observed":"Official Yossef Efraim Panfil profile describes Hebrew University PhD work on coupled semiconductor quantum-dot molecules and a related patent application. The same page lists his coupled-dot papers with Jiabin Cui and Uri Banin, matching the patent co-inventor network.","origin_group":"biu-profile-r08","publication_date":null,"publisher":"Bar-Ilan University","title":"Yossef Efraim Panfil"},"pxa-s-sadia-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"Personal profile > Research; Research output","id":"pxa-s-sadia-bio","location":"https://cris.biu.ac.il/en/persons/yatir-sadia/","observed":"Official Yatir Sadia profile identifies heteroanionic materials, ionic conductivity, thermoelectrics and functional ceramics. Visible publications connect him with Yaniv Gelbstein and Stephen Skinner; this is identity context, not patent attribution.","origin_group":"biu-profile-r10","publication_date":null,"publisher":"Bar-Ilan University","title":"Yatir Sadia"},"pxa-s-simonovsky-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"Main profile heading and institutional alias; last updated 2025-10-28","id":"pxa-s-simonovsky-bio","location":"https://engineering.biu.ac.il/node/14324","observed":"The faculty page names Dr Alexandra Simonovsky in Hebrew and displays an institutional alias using Alexandra.Litinsky. It supplies no patent list or sufficiently detailed research biography; alias is only a disambiguation lead.","origin_group":"biu-profile-r05","publication_date":null,"publisher":"Bar-Ilan University","title":"סימנובסקי אלכסנדרה | הפקולטה להנדסה ע\"ש אלכסנדר קופקין"},"pxa-s-teman-index":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"Patents > numbered list","id":"pxa-s-teman-index","location":"https://www.eng.biu.ac.il/temanad/patents/","observed":"First-party patent list names Adam Teman on US11309008, US11127455, US10991421, US10811073, US10803920, US20200168270A1, US10497410, US10002660, US9691445, US8773895 and US8531873; also reports provisional 62/775909. List itself mixes grants, applications and repeated family members.","origin_group":"biu-profile-r01","publication_date":null,"publisher":"Bar-Ilan University","title":"Patents | Prof. Adam Teman"},"pxa-s-tesler-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"About Me; Education/Academic qualification","id":"pxa-s-tesler-bio","location":"https://cris.biu.ac.il/en/persons/alexander-tesler/","observed":"Official Alexander Tesler profile identifies Technion chemical-engineering degrees, a Weizmann chemistry PhD with Israel Rubinstein, Harvard postdoctoral work, and slippery/anti-fouling surface research.","origin_group":"biu-profile-r04","publication_date":null,"publisher":"Bar-Ilan University","title":"Alexander Tesler"},"pxa-s-tesler-fau":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"Research interests; Research experience; Patents; Publications > 2023","id":"pxa-s-tesler-fau","location":"https://bio.physik.fau.de/team/alexander-tesler/","observed":"FAU's Alexander Tesler profile matches the Technion/Weizmann/Harvard career and names his silicone/fluorosilicone coating patents WO2022207703A1 and EP4067448A1. Its 2023 publications list Flexible Soft-Printed Polymer Films with Tunable Plasmonic Properties with Aleksei Solomonov, Alexander B. Tesler and Ulyana Shimanovich, connecting the shorter inventor name on the spiky-metals patent.","origin_group":"fau-profile-r04","publication_date":null,"publisher":"Friedrich-Alexander-Universität Erlangen-Nürnberg","title":"Alexander Tesler – Biophysics Group"},"pxa-s-zehavi-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"Biography > Qualcomm, Mobilian, Intel and Bar-Ilan career paragraphs","id":"pxa-s-zehavi-bio","location":"https://www.eng.biu.ac.il/zehavie1/","observed":"Faculty biography describes Zehavi's Qualcomm work from 1985, later Qualcomm Israel management, founding Mobilian in 1998, its sale to Intel in 2003, and joining Bar-Ilan at the end of 2003. It reports more than 40 patents; this report is not an audited portfolio total.","origin_group":"biu-profile-r06","publication_date":null,"publisher":"Bar-Ilan University","title":"Prof. Ephraim Zehavi | Faculty of Engineering"},"pxa-s-zehavi-index":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institution/researcher provides directly relevant career, coauthor or inventor-list identity evidence.","score":3},"method":{"rationale":"Biographical and portfolio information can be self-reported or stale; not an exhaustive inventor register.","score":2},"provenance":{"rationale":"First-party university profile or researcher-owned page on the institutional domain.","score":3}},"evidence_locator":"Patents > Most Recent Patents; Patent filled; Old Patent","id":"pxa-s-zehavi-index","location":"https://www.eng.biu.ac.il/zehavie1/patents/","observed":"First-party patent page lists Ephraim/E. Zehavi on US7613171, US7239675, US7193965, US6990082, US6928123, US6928266, US6894988, US6745018, US6600726 and application US20030054755. This binds the GFSK receiver to the faculty member although its patent inventor field uses Ephi.","origin_group":"biu-profile-r06","publication_date":null,"publisher":"Bar-Ilan University","title":"Patents | Prof. Ephraim Zehavi"},"pxb-alon-cv":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"evidence_locator":"Embedded CV pages 1 and 5; Granted Patents and Patent Applications","id":"pxb-alon-cv","location":"https://gondabrain.biu.ac.il/node/448","observed":"The CV records work with Ed Boyden at MIT and lists US10364457, US10059990, application 15/876,347 and application 15/789,419. These identify distinct expansion-imaging and sequencing inventions; US10059990 is represented by a continuation in the retained baseline.","origin_group":"author-record-alon-cv","publication_date":null,"publisher":"Bar-Ilan University","title":"Shahar Alon embedded CV"},"pxb-deferred-r19":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxb-deferred-r19","location":"https://connection.mit.edu/people/shhar/","observed":null,"origin_group":"unavailable-r19","publication_date":null,"publisher":"connection.mit.edu","title":"Unavailable source during r19 search"},"pxb-deferred-r22":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxb-deferred-r22","location":"https://sites.biu.ac.il/en/ethan-fetaya-lab","observed":null,"origin_group":"unavailable-r22","publication_date":null,"publisher":"sites.biu.ac.il","title":"Unavailable source during r22 search"},"pxb-deferred-r23":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxb-deferred-r23","location":"https://patents.justia.com/inventor/jacob-goldberger","observed":null,"origin_group":"unavailable-r23","publication_date":null,"publisher":"patents.justia.com","title":"Unavailable source during r23 search"},"pxb-deferred-r28":{"access_status":"deferred","accessed_date":"2026-09-07","credibility":null,"evidence_locator":null,"id":"pxb-deferred-r28","location":"https://www.biu.ac.il/en/article/11676","observed":null,"origin_group":"unavailable-r28","publication_date":null,"publisher":"www.biu.ac.il","title":"Unavailable source during r28 search"},"pxb-fetaya-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"evidence_locator":"Publications, StixelNet entry","id":"pxb-fetaya-bio","location":"https://www.cs.utoronto.ca/~ethanf/","observed":"The researcher-authored homepage lists StixelNet: A Deep Convolutional Network for Obstacle Detection and Road Segmentation with Dan Levi, Noa Garnett and Ethan Fetaya (BMVC 2015). This matches the GM patent's technical area and two co-inventors.","origin_group":"author-record-fetaya-bio","publication_date":null,"publisher":"University of Toronto","title":"Ethan Fetaya academic homepage"},"pxb-fish-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"evidence_locator":"Biography, education and appointments","id":"pxb-fish-bio","location":"https://www.eng.biu.ac.il/fishale/","observed":"The same biography uses Alex and Alexander Fish. It records Technion undergraduate training, Ben-Gurion MSc/PhD and faculty service, Calgary postdoctoral work, and joining Bar-Ilan in 2012.","origin_group":"author-record-fish-bio","publication_date":null,"publisher":"Bar-Ilan University","title":"Alex Fish biography"},"pxb-fish-list":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"evidence_locator":"Granted Patents entries 1-23 and pending applications 1-8","id":"pxb-fish-list","location":"https://www.eng.biu.ac.il/fishale/patents/","observed":"The university-hosted inventor list links the circuit, memory and image-sensor portfolio to Alex Fish. It explicitly includes Technion-era logic patents, Ben-Gurion-era optical pixels and SRAM, and later Bar-Ilan work. Its randomized-logic patent number is truncated to 10,951,39; the inspected patent page supplies US10951391B2.","origin_group":"author-record-fish-list","publication_date":null,"publisher":"Bar-Ilan University","title":"Alex Fish patent portfolio"},"pxb-gold-cv":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"evidence_locator":"Pages 1 and 13-14, Professional Experience and Patents","id":"pxb-gold-cv","location":"https://www.eng.biu.ac.il/goldbej/files/2025/09/Jacob_CV.pdf","observed":"The CV names Goldberger's CUTe, CogniTens and ART employment and separately lists patents 9122955, 7606801, 6195638, 6201541, 6023529 and 5809465. The CV's 2005 date for 7606801 is not its grant date; the patent record shows 2009-10-20.","origin_group":"author-record-gold-cv","publication_date":null,"publisher":"Bar-Ilan University","title":"Jacob Goldberger - Curriculum Vitae (2025)"},"pxb-kalisky-list":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"evidence_locator":"Patents section, two entries","id":"pxb-kalisky-list","location":"https://www.eng.biu.ac.il/kaliskt/publications/","observed":"Kalisky's own university page lists US20100255471 and US20130225435 with Clarke, Quake, Dalerba and other co-inventors. The latter title is Methods and systems for analysis of single cells.","origin_group":"author-record-kalisky-list","publication_date":null,"publisher":"Bar-Ilan University","title":"Tomer Kalisky publications and patents"},"pxb-lewi-list":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"evidence_locator":"Patents section, entry 1","id":"pxb-lewi-list","location":"https://www.eng.biu.ac.il/lewitom/publications/","observed":"The author-maintained page names Tomer Lewi and Shany Cohen for Metasurface and photonic device using the same, US application 18/766,826 (2025).","origin_group":"author-record-lewi-list","publication_date":null,"publisher":"Bar-Ilan University","title":"Tomer Lewi publications and patents"},"pxb-s001":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=88835014. Application US:18/865,714. ","id":"pxb-s001","location":"https://patents.google.com/patent/US20260091125A1/en","observed":"US20260091125A1. Inventors: Revital MANDIL LEVIN; Oshra BETZER; Yuval SAGIV; Adam Antebi; Rachela Popovtzer. Recorded assignee metadata: Nanocarry Therapeutics Ltd. Independent reinspection confirmed publication date 2026-04-02. Family ID=88835014.","origin_group":"patent-family-88835014","publication_date":"2026-04-02","publisher":"USPTO publication reproduced by Google Patents","title":"US20260091125A1 — Multifunctional delivery system and uses thereof"},"pxb-s002":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=68386367. Application US:17/051,687. Original publication link (not separately read): https://patentimages.storage.googleapis.com/ac/c9/65/e02a4dbe29f1c5/US12226496.pdf","id":"pxb-s002","location":"https://patents.google.com/patent/US12226496B2/en","observed":"US12226496B2. Inventors: Rachela Popovtzer; Chen Tzror-Azankot; Menachem MOTIEI. Recorded assignee metadata: Bar Ilan University. Issue date: 2025-02-18. Family ID=68386367.","origin_group":"patent-family-68386367","publication_date":"2025-02-18","publisher":"USPTO publication reproduced by Google Patents","title":"US12226496B2 — Polymeric core-shell particles"},"pxb-s003":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=86901530. Application US:18/748,675. Original publication link (not separately read): https://patentimages.storage.googleapis.com/f7/89/78/a5fc3b90e6ccff/US20240345080A1.pdf","id":"pxb-s003","location":"https://patents.google.com/patent/US20240345080A1/en","observed":"US20240345080A1. Inventors: Rachela Popovtzer; Shir HOCHWALD LIBER; Omry KOREN; Ehud Banin; Yossi BEN DAVID. Recorded assignee metadata: Bar Ilan University. Independent reinspection confirmed publication date 2024-10-17. Family ID=86901530.","origin_group":"patent-family-86901530","publication_date":"2024-10-17","publisher":"USPTO publication reproduced by Google Patents","title":"US20240345080A1 — Biochip sensor for detecting of molecules"},"pxb-s004":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=84920126. Application US:18/578,403. Original publication link (not separately read): https://patentimages.storage.googleapis.com/6f/27/bd/9fde372c1c3e34/US20240293561A1.pdf","id":"pxb-s004","location":"https://patents.google.com/patent/US20240293561A1/en","observed":"US20240293561A1. Inventors: Rachela Popovtzer; Oshra BETZER; SAGIV Yuval SAGIV; Revital Mandil-Levin; Adam A. ANTEBI. Recorded assignee metadata: Nanocarry Therapeutics Ltd. Independent reinspection confirmed publication date 2024-09-05. Family ID=84920126.","origin_group":"patent-family-84920126","publication_date":"2024-09-05","publisher":"USPTO publication reproduced by Google Patents","title":"US20240293561A1 — Brain permeable multifunctional system and uses thereof"},"pxb-s005":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=59226037. Application US:15/396,881. Original publication link (not separately read): https://patentimages.storage.googleapis.com/56/b1/4a/2c60456ea2667e/US10478132.pdf","id":"pxb-s005","location":"https://patents.google.com/patent/US10478132B2/en","observed":"US10478132B2. Inventors: Rachela Popovtzer; Menachem MOTIEI; Tamar DREIFUSS. Recorded assignee metadata: Bar Ilan University. Issue date: 2019-11-19. Family ID=59226037.","origin_group":"patent-family-59226037","publication_date":"2019-11-19","publisher":"USPTO publication reproduced by Google Patents","title":"US10478132B2 — Glucose conjugated gold nanoparticle"},"pxb-s006":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=59999248. Application US:15/482,846. Original publication link (not separately read): https://patentimages.storage.googleapis.com/b6/41/72/a57af220a7f6e5/US10421785.pdf","id":"pxb-s006","location":"https://patents.google.com/patent/US10421785B2/en","observed":"US10421785B2. Inventors: Gal Yadid; Michael Firer; Rachela Popovtzer. Recorded assignee metadata: Bar Ilan University; Ariel Scientific Innovations Ltd. Issue date: 2019-09-24. Family ID=59999248.","origin_group":"patent-family-59999248","publication_date":"2019-09-24","publisher":"USPTO publication reproduced by Google Patents","title":"US10421785B2 — Delta receptor agonist peptides and use thereof"},"pxb-s007":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=39530621. Application US:12/379,974. Original publication link (not separately read): https://patentimages.storage.googleapis.com/4d/fa/c4/2efdda17ecc819/US8268577.pdf","id":"pxb-s007","location":"https://patents.google.com/patent/US8268577B2/en","observed":"US8268577B2. Inventors: Judith Rishpon; Rachela Popovtzer; Yosi Shacham-Diamand; Tova Neufeld; Sefi Vernick. Recorded assignee metadata: Ramot at Tel Aviv University Ltd. Issue date: 2012-09-18. Family ID=39530621.","origin_group":"patent-family-39530621","publication_date":"2012-09-18","publisher":"USPTO publication reproduced by Google Patents","title":"US8268577B2 — Electrochemical methods of detecting colon cancer cells and use of same for diagnosing and monitoring treatment of the disease"},"pxb-s008":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=63143423. Application US:16/043,950. Original publication link (not separately read): https://patentimages.storage.googleapis.com/48/67/a1/4602fef75bdf93/US11180804.pdf","id":"pxb-s008","location":"https://patents.google.com/patent/US11180804B2/en","observed":"US11180804B2. Inventors: Fei Chen; Andrew C. Payne; Jason D. Buenrostro; Paul Reginato; Edward Stuart Boyden; Shahar Alon. Recorded assignee metadata: Massachusetts Institute of Technology; Harvard University. Issue date: 2021-11-23. Family ID=63143423.","origin_group":"patent-family-63143423","publication_date":"2021-11-23","publisher":"USPTO publication reproduced by Google Patents","title":"US11180804B2 — In situ ATAC sequencing"},"pxb-s009":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=61189517. Application US:15/876,347. Original publication link (not separately read): https://patentimages.storage.googleapis.com/6d/0d/61/1894cf1ef6713f/US10995361.pdf","id":"pxb-s009","location":"https://patents.google.com/patent/US10995361B2/en","observed":"US10995361B2. Inventors: Fei Chen; Asmamaw T. Wassie; Shahar Alon; Adam Henry Marblestone; Anubhav Sinha; Andrew Payne; Edward Stuart Boyden. Recorded assignee metadata: Massachusetts Institute of Technology. Issue date: 2021-05-04. Family ID=61189517.","origin_group":"patent-family-61189517","publication_date":"2021-05-04","publisher":"USPTO publication reproduced by Google Patents","title":"US10995361B2 — Multiplexed signal amplified FISH via splinted ligation amplification and sequencing"},"pxb-s010":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=45497156. Application US:13/811,065. Original publication link (not separately read): https://patentimages.storage.googleapis.com/dd/73/32/c63227be5697b0/US9850483.pdf","id":"pxb-s010","location":"https://patents.google.com/patent/US9850483B2/en","observed":"US9850483B2. Inventors: Michael F. Clarke; Stephen R. Quake; Piero D. Dalerba; Huiping Liu; Anne A. Leyrat; Tomer Kalisky; Maximilian Diehn; Michael Rothenberg; Jianbin Wang; Neethan Lobo. Recorded assignee metadata: Leland Stanford Junior University. Issue date: 2017-12-26. Family ID=45497156.","origin_group":"patent-family-45497156","publication_date":"2017-12-26","publisher":"USPTO publication reproduced by Google Patents","title":"US9850483B2 — Methods and systems for analysis of single cells"},"pxb-s011":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=70283921. Application US:17/284,801. Original publication link (not separately read): https://patentimages.storage.googleapis.com/72/26/12/a4f9e8f365fbb4/US11323334.pdf","id":"pxb-s011","location":"https://patents.google.com/patent/US11323334B2/en","observed":"US11323334B2. Inventors: Yaniv Altshuler; Shahar Somin; Goren Gordon. Recorded assignee metadata: Netz Forecasts Ltd. Issue date: 2022-05-03. Family ID=70283921.","origin_group":"patent-family-70283921","publication_date":"2022-05-03","publisher":"USPTO publication reproduced by Google Patents","title":"US11323334B2 — Systems and methods for network stabilization prediction"},"pxb-s012":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=46614896. Application US:14/384,160. Original publication link (not separately read): https://patentimages.storage.googleapis.com/f3/86/a4/07efb7652e9cbc/US20150040248A1.pdf","id":"pxb-s012","location":"https://patents.google.com/patent/US20150040248A1/en","observed":"US20150040248A1. Inventors: Itsik Mantin; Shahar Somin. Recorded assignee metadata: NDS Ltd; Cisco Technology Inc. Publication date was not captured in the structured metadata; left null. Family ID=46614896.","origin_group":"patent-family-46614896","publication_date":null,"publisher":"USPTO publication reproduced by Google Patents","title":"US20150040248A1 — Encryption-resistant watermarking"},"pxb-s013":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=94211178. Application US:18/766,826. Original publication link (not separately read): https://patentimages.storage.googleapis.com/7d/f0/17/9739b7e5dd57e8/US20250020950A1.pdf","id":"pxb-s013","location":"https://patents.google.com/patent/US20250020950A1/en","observed":"US20250020950A1. Inventors: Tomer LEWI; Shany COHEN. Recorded assignee metadata: Bar Ilan University. Independent reinspection confirmed publication date 2025-01-16. Family ID=94211178.","origin_group":"patent-family-94211178","publication_date":"2025-01-16","publisher":"USPTO publication reproduced by Google Patents","title":"US20250020950A1 — Metasurface and photonic device using the same"},"pxb-s014":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=64666482. Application US:15/642,816. Original publication link (not separately read): https://patentimages.storage.googleapis.com/4e/3f/68/f625dc9d119697/US10474908.pdf","id":"pxb-s014","location":"https://patents.google.com/patent/US10474908B2/en","observed":"US10474908B2. Inventors: Dan Levi; Noa Garnett; Ethan Fetaya; Shaul Oron. Recorded assignee metadata: GM Global Technology Operations LLC. Issue date: 2019-11-12. Family ID=64666482.","origin_group":"patent-family-64666482","publication_date":"2019-11-12","publisher":"USPTO publication reproduced by Google Patents","title":"US10474908B2 — Unified deep convolutional neural net for free-space estimation, object detection and object pose estimation"},"pxb-s015":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=93746631. Application US:18/466,503. Original publication link (not separately read): https://patentimages.storage.googleapis.com/a1/4d/c9/31d64cc537ab61/US20250087217A1.pdf","id":"pxb-s015","location":"https://patents.google.com/patent/US20250087217A1/en","observed":"US20250087217A1. Inventors: Boris Rubenchik; Elior Hadad; Eli Tzirkel-Hancock; Sharon GANNOT; Ethan Fetaya. Recorded assignee metadata: Bar Ilan University; GM Global Technology Operations LLC. Independent reinspection confirmed publication date 2025-03-13. Family ID=93746631.","origin_group":"patent-family-93746631","publication_date":"2025-03-13","publisher":"USPTO publication reproduced by Google Patents","title":"US20250087217A1 — Low-latency speaker separation"},"pxb-s016":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=71124013. Application US:16/716,529. Original publication link (not separately read): https://patentimages.storage.googleapis.com/48/16/e9/3e93d0cdc3aa00/US11334799.pdf","id":"pxb-s016","location":"https://patents.google.com/patent/US11334799B2/en","observed":"US11334799B2. Inventors: Roee Eli ANUAR OR; Gonen SINGER. Recorded assignee metadata: C-B4 Context Based Forecasting Ltd. Issue date: 2022-05-17. Family ID=71124013.","origin_group":"patent-family-71124013","publication_date":"2022-05-17","publisher":"USPTO publication reproduced by Google Patents","title":"US11334799B2 — System and method for ordinal classification using a risk-based weighted information gain measure"},"pxb-s017":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=59963685. Application US:16/085,612. Original publication link (not separately read): https://patentimages.storage.googleapis.com/ac/3c/34/5553e82b775730/US20190073620A1.pdf","id":"pxb-s017","location":"https://patents.google.com/patent/US20190073620A1/en","observed":"US20190073620A1. Inventors: Roee Eli ANUAR OR; Gonen SINGER; Noam Lee Cohen. Recorded assignee metadata: C-B4 Context Based Forecasting Ltd. Independent reinspection confirmed publication date 2019-03-07. Family ID=59963685.","origin_group":"patent-family-59963685","publication_date":"2019-03-07","publisher":"USPTO publication reproduced by Google Patents","title":"US20190073620A1 — System, method and computer program product for data analysis"},"pxb-s018":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=82406693. Application US:17/571,659. Original publication link (not separately read): https://patentimages.storage.googleapis.com/f5/88/35/21ca0c91d10944/US20220231785A1.pdf","id":"pxb-s018","location":"https://patents.google.com/patent/US20220231785A1/en","observed":"US20220231785A1. Inventors: Yair Beery; Nir Raviv; Tomer Raviv; Jacob Goldberger; Avi CACIULARU. Recorded assignee metadata: Ramot at Tel Aviv University Ltd; Bar Ilan University. Independent reinspection confirmed publication date 2022-07-21. Family ID=82406693.","origin_group":"patent-family-82406693","publication_date":"2022-07-21","publisher":"USPTO publication reproduced by Google Patents","title":"US20220231785A1 — Permutation selection for decoding of error correction codes"},"pxb-s019":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=45352602. Application US:13/170,200. Original publication link (not separately read): https://patentimages.storage.googleapis.com/09/02/16/8220c2dce9b2bc/US9122955.pdf","id":"pxb-s019","location":"https://patents.google.com/patent/US9122955B2/en","observed":"US9122955B2. Inventors: Hayit Greenspan; Jacob Goldberger; Uri AVNI; Eli KONEN; Michal Sharon. Recorded assignee metadata: Ramot at Tel Aviv University Ltd; Bar Ilan University; Tel HaShomer Medical Research Infrastructure and Services Ltd. Issue date: 2015-09-01. Family ID=45352602.","origin_group":"patent-family-45352602","publication_date":"2015-09-01","publisher":"USPTO publication reproduced by Google Patents","title":"US9122955B2 — Method and system of classifying medical images"},"pxb-s020":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=37495353. Application US:11/258,256. Original publication link (not separately read): https://patentimages.storage.googleapis.com/c3/37/e1/2fb07033c4c09e/US7606801.pdf","id":"pxb-s020","location":"https://patents.google.com/patent/US7606801B2/en","observed":"US7606801B2. Inventors: Yakov Faitelson; Jacob Goldberger; Ohad Korkus. Recorded assignee metadata: Varonis Inc. Issue date: 2009-10-20. Family ID=37495353.","origin_group":"patent-family-37495353","publication_date":"2009-10-20","publisher":"USPTO publication reproduced by Google Patents","title":"US7606801B2 — Automatic management of storage access control"},"pxb-s021":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=26323017. Application US:09/145,679. Original publication link (not separately read): https://patentimages.storage.googleapis.com/63/ae/15/196fe859b019c8/US6195638.pdf","id":"pxb-s021","location":"https://patents.google.com/patent/US6195638B1/en","observed":"US6195638B1. Inventors: Gabriel Ilan; Jacob Goldberger. Recorded assignee metadata: ART Advanced Recognition Technologies Inc. Issue date: 2001-02-27. Family ID=26323017.","origin_group":"patent-family-26323017","publication_date":"2001-02-27","publisher":"USPTO publication reproduced by Google Patents","title":"US6195638B1 — Pattern recognition system"},"pxb-s022":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=25534702. Application US:09/165,687. Original publication link (not separately read): https://patentimages.storage.googleapis.com/bf/9d/b5/332ca77d73ce24/US6201541.pdf","id":"pxb-s022","location":"https://patents.google.com/patent/US6201541B1/en","observed":"US6201541B1. Inventors: Tamir Shalom; Ilan Zelnik; Jacob Goldberger. Recorded assignee metadata: Cognitens Ltd. Issue date: 2001-03-13. Family ID=25534702.","origin_group":"patent-family-25534702","publication_date":"2001-03-13","publisher":"USPTO publication reproduced by Google Patents","title":"US6201541B1 — System and method for “Stitching” a plurality of reconstructions of three-dimensional surface features of object(s) in a scene defined relative to respective coordinate systems to relate them to a common coordinate system"},"pxb-s023":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=11066571. Application US:08/528,293. Original publication link (not separately read): https://patentimages.storage.googleapis.com/04/ca/ea/f6f200570ba080/US6023529.pdf","id":"pxb-s023","location":"https://patents.google.com/patent/US6023529A/en","observed":"US6023529A. Inventors: Gabriel Ilan; Jacob Goldberger. Recorded assignee metadata: ART Advanced Recognition Technologies Inc. Issue date: 2000-02-08. Family ID=11066571.","origin_group":"patent-family-11066571","publication_date":"2000-02-08","publisher":"USPTO publication reproduced by Google Patents","title":"US6023529A — Handwritten pattern recognizer with selective feature weighting"},"pxb-s024":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=11067302. Application US:08/625,651. Original publication link (not separately read): https://patentimages.storage.googleapis.com/e8/b4/b1/9b21c5291d281c/US5809465.pdf","id":"pxb-s024","location":"https://patents.google.com/patent/US5809465A/en","observed":"US5809465A. Inventors: Gabriel Ilan; Jacob Goldberger. Recorded assignee metadata: ART Advanced Recognition Technologies Inc. Issue date: 1998-09-15. Family ID=11067302.","origin_group":"patent-family-11067302","publication_date":"1998-09-15","publisher":"USPTO publication reproduced by Google Patents","title":"US5809465A — Pattern recognition system"},"pxb-s025":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=25135673. Application US:09/785,489. Original publication link (not separately read): https://patentimages.storage.googleapis.com/18/41/75/feb01fd4b11b21/US20020157058A1.pdf","id":"pxb-s025","location":"https://patents.google.com/patent/US20020157058A1/en","observed":"US20020157058A1. Inventors: Meir Ariel; Jacob Goldberger; Ofer Amrani. Recorded assignee metadata: CUTe Ltd. Independent reinspection confirmed publication date 2002-10-24. Family ID=25135673.","origin_group":"patent-family-25135673","publication_date":"2002-10-24","publisher":"USPTO publication reproduced by Google Patents","title":"US20020157058A1 — System and method for feedback-based unequal error protection coding"},"pxb-s026":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=25134710. Application US:09/785,191. Original publication link (not separately read): https://patentimages.storage.googleapis.com/17/63/4f/dfd8afd22d327a/US20020146074A1.pdf","id":"pxb-s026","location":"https://patents.google.com/patent/US20020146074A1/en","observed":"US20020146074A1. Inventors: Meir Ariel; Jacob Goldberger; Ofer Amrani. Recorded assignee metadata: CUTe Ltd. Independent reinspection confirmed publication date 2002-10-10. Family ID=25134710.","origin_group":"patent-family-25134710","publication_date":"2002-10-10","publisher":"USPTO publication reproduced by Google Patents","title":"US20020146074A1 — Unequal error protection of variable-length data packets based on recursive systematic convolutional coding"},"pxb-s027":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=25134713. Application US:09/785,192. Original publication link (not separately read): https://patentimages.storage.googleapis.com/5f/d9/10/6bf9a8e979ac28/US20020144209A1.pdf","id":"pxb-s027","location":"https://patents.google.com/patent/US20020144209A1/en","observed":"US20020144209A1. Inventors: Meir Ariel; Jacob Goldberger; Michael Margaliot; Ofer Amrani. Recorded assignee metadata: CUTe Ltd. Independent reinspection confirmed publication date 2002-10-03. Family ID=25134713.","origin_group":"patent-family-25134713","publication_date":"2002-10-03","publisher":"USPTO publication reproduced by Google Patents","title":"US20020144209A1 — System for enhanced error correction in trellis decoding"},"pxb-s028":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=66751377. Application US:16/769,664. Original publication link (not separately read): https://patentimages.storage.googleapis.com/72/7c/af/5afe690a39836f/US11586778B2.pdf","id":"pxb-s028","location":"https://patents.google.com/patent/US11586778B2/en","observed":"US11586778B2. Inventors: Robert GITERMAN; Itamar LEVI; Yoav Weizman; Osnat Keren; Alexander Fish; Maoz VIZENTOVSKI. Recorded assignee metadata: Bar Ilan University. Issue date: 2023-02-21. Family ID=66751377.","origin_group":"patent-family-66751377","publication_date":"2023-02-21","publisher":"USPTO publication reproduced by Google Patents","title":"US11586778B2 — Secured memory"},"pxb-s029":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=67805687. Application US:17/002,807. Original publication link (not separately read): https://patentimages.storage.googleapis.com/51/48/30/8cd3a53326fb52/US11321460.pdf","id":"pxb-s029","location":"https://patents.google.com/patent/US11321460B2/en","observed":"US11321460B2. Inventors: Alexander Fish; Osnat Keren; Yoav Weizman; Matan ELKONI. Recorded assignee metadata: Bar Ilan University. Issue date: 2022-05-03. Family ID=67805687.","origin_group":"patent-family-67805687","publication_date":"2022-05-03","publisher":"USPTO publication reproduced by Google Patents","title":"US11321460B2 — Information redistribution to reduce side channel leakage"},"pxb-s030":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=76091677. Application US:16/699,003. Original publication link (not separately read): https://patentimages.storage.googleapis.com/fc/a2/b7/1f40cca7da0425/US11127455.pdf","id":"pxb-s030","location":"https://patents.google.com/patent/US11127455B2/en","observed":"US11127455B2. Inventors: Adam TEMAN; Amir Shalom; Robert GITERMAN; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2021-09-21. Family ID=76091677.","origin_group":"patent-family-76091677","publication_date":"2021-09-21","publisher":"USPTO publication reproduced by Google Patents","title":"US11127455B2 — Fin-FET gain cells"},"pxb-s031":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=60785310. Application US:16/313,901. Original publication link (not separately read): https://patentimages.storage.googleapis.com/b9/dd/ef/27f15bc19b6b0b/US11023632.pdf","id":"pxb-s031","location":"https://patents.google.com/patent/US11023632B2/en","observed":"US11023632B2. Inventors: Itamar LEVI; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2021-06-01. Family ID=60785310.","origin_group":"patent-family-60785310","publication_date":"2021-06-01","publisher":"USPTO publication reproduced by Google Patents","title":"US11023632B2 — Pseudo-asynchronous digital circuit design"},"pxb-s032":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=61619370. Application US:16/317,837. Original publication link (not separately read): https://patentimages.storage.googleapis.com/08/da/c1/8f6db7e99874ee/US10991421.pdf","id":"pxb-s032","location":"https://patents.google.com/patent/US10991421B2/en","observed":"US10991421B2. Inventors: Robert GITERMAN; Lior ATIAS; Adam TEMAN; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2021-04-27. Family ID=61619370.","origin_group":"patent-family-61619370","publication_date":"2021-04-27","publisher":"USPTO publication reproduced by Google Patents","title":"US10991421B2 — Complementary dual-modular redundancy memory cell"},"pxb-s033":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=58188771. Application US:15/757,658. Original publication link (not separately read): https://patentimages.storage.googleapis.com/75/a0/77/f0db58c5dd218f/US10951391.pdf","id":"pxb-s033","location":"https://patents.google.com/patent/US10951391B2/en","observed":"US10951391B2. Inventors: Moshe AVITAL; Itamar Levy; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2021-03-16. Family ID=58188771.","origin_group":"patent-family-58188771","publication_date":"2021-03-16","publisher":"USPTO publication reproduced by Google Patents","title":"US10951391B2 — Randomized logic against side channel attacks"},"pxb-s034":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=60785310. Application US:16/312,317. Original publication link (not separately read): https://patentimages.storage.googleapis.com/23/57/cf/e628d6ed28d24b/US10572619.pdf","id":"pxb-s034","location":"https://patents.google.com/patent/US10572619B2/en","observed":"US10572619B2. Inventors: Itamar LEVI; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2020-02-25. Family ID=60785310.","origin_group":"patent-family-60785310","publication_date":"2020-02-25","publisher":"USPTO publication reproduced by Google Patents","title":"US10572619B2 — Pseudo-asynchronous digital circuit design"},"pxb-s035":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=61010534. Application US:15/636,902. Original publication link (not separately read): https://patentimages.storage.googleapis.com/db/20/36/817f2deea02c2a/US10521530.pdf","id":"pxb-s035","location":"https://patents.google.com/patent/US10521530B2/en","observed":"US10521530B2. Inventors: Itamar LEVI; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2019-12-31. Family ID=61010534.","origin_group":"patent-family-61010534","publication_date":"2019-12-31","publisher":"USPTO publication reproduced by Google Patents","title":"US10521530B2 — Data-dependent delay circuits"},"pxb-s036":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=65518724. Application US:16/121,672. Original publication link (not separately read): https://patentimages.storage.googleapis.com/f4/51/99/881679a0406932/US10497410.pdf","id":"pxb-s036","location":"https://patents.google.com/patent/US10497410B2/en","observed":"US10497410B2. Inventors: Elad Mentovich; Narkis Geuli; Robert GITERMAN; Alexander Fish; Adam TEMAN. Recorded assignee metadata: Bar Ilan University; Mellanox Technologies Ltd. Issue date: 2019-12-03. Family ID=65518724.","origin_group":"patent-family-65518724","publication_date":"2019-12-03","publisher":"USPTO publication reproduced by Google Patents","title":"US10497410B2 — High-density memory macro"},"pxb-s037":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=66814473. Application US:16/224,869. Original publication link (not separately read): https://patentimages.storage.googleapis.com/8a/0a/a1/ac14f512d3a8e3/US20190187957A1.pdf","id":"pxb-s037","location":"https://patents.google.com/patent/US20190187957A1/en","observed":"US20190187957A1. Inventors: Moshe AVITAL; Anatoli Mordakhay; Yoav Weizman; Osnat Keren; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Independent reinspection confirmed publication date 2019-06-20. Family ID=66814473.","origin_group":"patent-family-66814473","publication_date":"2019-06-20","publisher":"USPTO publication reproduced by Google Patents","title":"US20190187957A1 — Compact bit generator"},"pxb-s038":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=59999621. Application US:15/632,555. Original publication link (not separately read): https://patentimages.storage.googleapis.com/1f/0e/5d/97d8f6a0d4867f/US10002660.pdf","id":"pxb-s038","location":"https://patents.google.com/patent/US10002660B2/en","observed":"US10002660B2. Inventors: Robert GITERMAN; Adam TEMAN; Pascal MEINERZHAGEN; Andreas Burg; Alexander Fish. Recorded assignee metadata: Bar Ilan University. Issue date: 2018-06-19. Family ID=59999621.","origin_group":"patent-family-59999621","publication_date":"2018-06-19","publisher":"USPTO publication reproduced by Google Patents","title":"US10002660B2 — Transistor gain cell with feedback"},"pxb-s039":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=54358262. Application US:15/301,409. Original publication link (not separately read): https://patentimages.storage.googleapis.com/50/fd/e3/ac74df59224017/US10169617.pdf","id":"pxb-s039","location":"https://patents.google.com/patent/US10169617B2/en","observed":"US10169617B2. Inventors: Alexander Fish; Moshe AVITAL; Hadar DAGAN; Osnat Keren. Recorded assignee metadata: Bar Ilan University. Issue date: 2019-01-01. Family ID=54358262.","origin_group":"patent-family-54358262","publication_date":"2019-01-01","publisher":"USPTO publication reproduced by Google Patents","title":"US10169617B2 — Multi-topology logic gates"},"pxb-s040":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=47628690. Application US:14/377,893. Original publication link (not separately read): https://patentimages.storage.googleapis.com/ea/80/3d/c44e8fed4af223/US9430598.pdf","id":"pxb-s040","location":"https://patents.google.com/patent/US9430598B2/en","observed":"US9430598B2. Inventors: Alexander Fish; Asaf Kaizerman; Itamar Levy; Sagi Fisher. Recorded assignee metadata: Bar Ilan University. Issue date: 2016-08-30. Family ID=47628690.","origin_group":"patent-family-47628690","publication_date":"2016-08-30","publisher":"USPTO publication reproduced by Google Patents","title":"US9430598B2 — Dual mode logic circuits"},"pxb-s041":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=50277724. Application US:14/427,756. Original publication link (not separately read): https://patentimages.storage.googleapis.com/ee/d3/22/556b9471ac1057/US20150253502A1.pdf","id":"pxb-s041","location":"https://patents.google.com/patent/US20150253502A1/en","observed":"US20150253502A1. Inventors: Alexander Fish; Zeev Zalevsky; Amihai Meiri; Ori Bass. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd; Bar Ilan University. Independent reinspection confirmed publication date 2015-09-10. Family ID=50277724.","origin_group":"patent-family-50277724","publication_date":"2015-09-10","publisher":"USPTO publication reproduced by Google Patents","title":"US20150253502A1 — Integrated circuit with photonic elements"},"pxb-s042":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=47628690. Application US:14/236,641. Original publication link (not separately read): https://patentimages.storage.googleapis.com/fc/ae/e4/311ac4dd6b8dbd/US8901965.pdf","id":"pxb-s042","location":"https://patents.google.com/patent/US8901965B2/en","observed":"US8901965B2. Inventors: Alexander Fish; Asaf Kaizerman; Sagi Fisher; Itamar Levy. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Issue date: 2014-12-02. Family ID=47628690.","origin_group":"patent-family-47628690","publication_date":"2014-12-02","publisher":"USPTO publication reproduced by Google Patents","title":"US8901965B2 — Device and method for dual-mode logic"},"pxb-s043":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=47090133. Application US:13/777,085. Original publication link (not separately read): https://patentimages.storage.googleapis.com/e6/f7/69/d22232c71abb89/US8773895.pdf","id":"pxb-s043","location":"https://patents.google.com/patent/US8773895B2/en","observed":"US8773895B2. Inventors: Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Issue date: 2014-07-08. Family ID=47090133.","origin_group":"patent-family-47090133","publication_date":"2014-07-08","publisher":"USPTO publication reproduced by Google Patents","title":"US8773895B2 — Ultra low power memory cell with a supply feedback loop configured for minimal leakage operation"},"pxb-s044":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=47090132. Application US:13/103,091. Original publication link (not separately read): https://patentimages.storage.googleapis.com/eb/a8/c1/671efa22d52b7a/US8531873.pdf","id":"pxb-s044","location":"https://patents.google.com/patent/US8531873B2/en","observed":"US8531873B2. Inventors: Adam TEMAN; Lidor PERGAMENT; Omer Cohen; Alexander Fish. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Issue date: 2013-09-10. Family ID=47090132.","origin_group":"patent-family-47090132","publication_date":"2013-09-10","publisher":"USPTO publication reproduced by Google Patents","title":"US8531873B2 — Ultra low power SRAM cell circuit with a supply feedback loop for near and sub threshold operation"},"pxb-s045":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=41319101. Application US:12/202,151. Original publication link (not separately read): https://patentimages.storage.googleapis.com/fc/17/8c/b2847645576459/US8280098.pdf","id":"pxb-s045","location":"https://patents.google.com/patent/US8280098B2/en","observed":"US8280098B2. Inventors: Orly Yadid-Pecht; Yonatan Shoshan; Alexander Fish. Recorded assignee metadata: UTI LP. Issue date: 2012-10-02. Family ID=41319101.","origin_group":"patent-family-41319101","publication_date":"2012-10-02","publisher":"USPTO publication reproduced by Google Patents","title":"US8280098B2 — Digital watermarking CMOS sensor"},"pxb-s046":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=36829688. Application US:13/177,582. Original publication link (not separately read): https://patentimages.storage.googleapis.com/d6/d1/c8/df9cba87bf094a/US8188767.pdf","id":"pxb-s046","location":"https://patents.google.com/patent/US8188767B2/en","observed":"US8188767B2. Inventors: Alexander Fish; Arkadiy Morgenshtein. Recorded assignee metadata: Technion Research and Development Foundation Ltd. Issue date: 2012-05-29. Family ID=36829688.","origin_group":"patent-family-36829688","publication_date":"2012-05-29","publisher":"USPTO publication reproduced by Google Patents","title":"US8188767B2 — Logic circuit and method of logic circuit design"},"pxb-s047":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=32684871. Application US:12/758,072. Original publication link (not separately read): https://patentimages.storage.googleapis.com/39/90/09/f20a04037be7ac/US8161427.pdf","id":"pxb-s047","location":"https://patents.google.com/patent/US8161427B2/en","observed":"US8161427B2. Inventors: Arkadiy Morgenshtein; Alexander Fish; Israel A. Wagner. Recorded assignee metadata: Technion Research and Development Foundation Ltd. Issue date: 2012-04-17. Family ID=32684871.","origin_group":"patent-family-32684871","publication_date":"2012-04-17","publisher":"USPTO publication reproduced by Google Patents","title":"US8161427B2 — Logic circuit and method of logic circuit design"},"pxb-s048":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=36829688. Application US:11/884,374. Original publication link (not separately read): https://patentimages.storage.googleapis.com/c0/99/5e/7c0b6dc001f12f/US8004316.pdf","id":"pxb-s048","location":"https://patents.google.com/patent/US8004316B2/en","observed":"US8004316B2. Inventors: Alexander Fish; Arkadiy Morgenshtein. Recorded assignee metadata: Technion Research and Development Foundation Ltd. Issue date: 2011-08-23. Family ID=36829688.","origin_group":"patent-family-36829688","publication_date":"2011-08-23","publisher":"USPTO publication reproduced by Google Patents","title":"US8004316B2 — Logic circuit and method of logic circuit design"},"pxb-s049":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=39430147. Application US:12/515,416. Original publication link (not separately read): https://patentimages.storage.googleapis.com/ee/c3/50/54f0f21e1e807e/US7990451.pdf","id":"pxb-s049","location":"https://patents.google.com/patent/US7990451B2/en","observed":"US7990451B2. Inventors: Alexander Belenky; Alexander Fish; Orly Yadid-Pecht. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Issue date: 2011-08-02. Family ID=39430147.","origin_group":"patent-family-39430147","publication_date":"2011-08-02","publisher":"USPTO publication reproduced by Google Patents","title":"US7990451B2 — Optical pixel and image sensor"},"pxb-s050":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=37806204. Application US:11/991,849. Original publication link (not separately read): https://patentimages.storage.googleapis.com/d1/18/e9/bfa8c0fead3bae/US20090094570A1.pdf","id":"pxb-s050","location":"https://patents.google.com/patent/US20090094570A1/en","observed":"US20090094570A1. Inventors: Evgeny Artyomov; Alexander Fish; Orly Yadid-Pecht; Boris Maliatski. Recorded assignee metadata: Ben Gurion University of the Negev Research and Development Authority Ltd. Independent reinspection confirmed publication date 2009-04-09. Family ID=37806204.","origin_group":"patent-family-37806204","publication_date":"2009-04-09","publisher":"USPTO publication reproduced by Google Patents","title":"US20090094570A1 — Configurable Asic-based Sensing Circuit"},"pxb-s051":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=56740485. Application US:15/229,539. Original publication link (not separately read): https://patentimages.storage.googleapis.com/a0/66/89/cbd0b88be1887e/US10364457.pdf","id":"pxb-s051","location":"https://patents.google.com/patent/US10364457B2/en","observed":"US10364457B2. Inventors: Asmamaw Wassie; Fei Chen; Edward Stuart Boyden; Shahar Alon; George Church; Evan Daugharthy. Recorded assignee metadata: Massachusetts Institute of Technology. Issue date: 2019-07-30. Family ID=56740485.","origin_group":"patent-family-56740485","publication_date":"2019-07-30","publisher":"USPTO publication reproduced by Google Patents","title":"US10364457B2 — Nanoscale imaging of proteins and nucleic acids via expansion microscopy"},"pxb-s052":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"An individually retrieved public patent publication with explicit inventor fields and an identifiable upstream patent-office record; Google normalization is not an ownership audit.","score":3}},"evidence_locator":"Google Patents Info and HTML DC.title/DC.contributor metadata; Family ID=62021069. Application US:15/789,419. Original publication link (not separately read): https://patentimages.storage.googleapis.com/02/8f/e6/84be19854c619f/US10526649.pdf","id":"pxb-s052","location":"https://patents.google.com/patent/US10526649B2/en","observed":"US10526649B2. Inventors: Fei Chen; Shahar Alon; Andrew Payne; Asmamaw Wassie; Daniel Goodwin; Edward Stuart Boyden; Evan Daugharthy; Jonathan Scheiman. Recorded assignee metadata: Massachusetts Institute of Technology; Harvard University. Issue date: 2020-01-07. Family ID=62021069.","origin_group":"patent-family-62021069","publication_date":"2020-01-07","publisher":"USPTO publication reproduced by Google Patents","title":"US10526649B2 — Augmenting in situ nucleic acid sequencing of expanded biological samples with in vitro sequence information"},"pxb-singer-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"evidence_locator":"Biography paragraphs 1-2","id":"pxb-singer-bio","location":"https://www.eng.biu.ac.il/singerg/","observed":"Gonen Singer's university biography identifies him as CB4 co-founder and head of its Israel site, with predictive analytics work in retail. This supplies a career bridge to C-B4 Context Based Forecasting patent applicants.","origin_group":"author-record-singer-bio","publication_date":null,"publisher":"Bar-Ilan University","title":"Gonen Singer biography"},"pxb-somin-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The publisher or named author is competent to report the bounded bibliographic or career information.","score":3},"method":{"rationale":"Inspectable record fields or a named researcher-maintained institutional page; no inference of legal status, efficacy, or exhaustive coverage.","score":2},"provenance":{"rationale":"Named researcher-maintained institutional career or patent list; primary evidence for self-reported identity and outputs.","score":3}},"evidence_locator":"Research program and selected publications","id":"pxb-somin-bio","location":"https://sites.biu.ac.il/en/shahar-somin","observed":"The page identifies Shahar Somin's network intelligence research and lists publications with Yaniv Altshuler, matching the network-stabilization patent's co-inventor and subject. It does not establish NDS/Cisco employment.","origin_group":"author-record-somin-bio","publication_date":null,"publisher":"Bar-Ilan University","title":"Shahar Somin laboratory"},"pxc-s-US10389411B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 a24cfe8b8da0754cebf689fc81c90b568bdde3f4eb09c58519d4412c83bf7dd7. Family Applications (1) Application Number Title Priority Date Filing Date US16/133,810 Active US10389411B2 ( en ) 2017-09-18 2018-09-18 Hierarchic beam-forming in a cloud radio access network Country Status (1) Country Link US ( 1 ) US10389411B2 ( en ) Cited By (5) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US12362799B2 ( en ) 2022-06-30 2025-07-15 Innophase, Inc. Transceiver arrays for processing multi-resolution beam-formed data WO2026005664A1 ( en ) * 2024-06-27 2026-01-02 Telefonaktiebolaget Lm Ericsson (Publ) Causing beamf","id":"pxc-s-US10389411B2","location":"https://patents.google.com/patent/US10389411B2/en","observed":"US10389411B2; title: Hierarchic beam-forming in a cloud radio access network; inventor field: Yair NOAM; Niv Menachem ARAD; original assignee field: Bar Ilan University; publication date: 2019-08-20; family identifier: 65808196.","origin_group":"published-patent-US10389411B2","publication_date":"2019-08-20","publisher":"Published patent document via Google Patents","title":"Hierarchic beam-forming in a cloud radio access network"},"pxc-s-US10411720B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. ","id":"pxc-s-US10411720B2","location":"https://patents.google.com/patent/US10411720B2/en","observed":"US10411720B2; title: Efficient and dependable clock synchronization in hardware; inventor field: Christoph Lenzen; Matthias Függer; Attila Kinali; Stephan Friedrichs; Moti Medina; original assignee field: Max Planck Gesellschaft zur Foerderung der Wissenschaften eV; publication date: 2019-09-10; family identifier: not extracted.","origin_group":"published-patent-US10411720B2","publication_date":"2019-09-10","publisher":"Published patent document via Google Patents","title":"Efficient and dependable clock synchronization in hardware"},"pxc-s-US10608002B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 d273b20706ea8736805bff216133f11b694603ad89264ac749129fd5d48dc7c3. Family Applications (6) Application Number Title Priority Date Filing Date US11/991,994 Active 2028-02-03 US8400494B2 ( en ) 2005-10-11 2006-03-14 Method and system for object reconstruction US13/763,738 Active 2026-10-18 US9066084B2 ( en ) 2005-03-30 2013-02-11 Method and system for object reconstruction US14/745,438 Expired - Lifetime US9437006B2 ( en ) 2005-03-30 2015-06-21 Method and system for object reconstruction US15/256,572 Expired - Lif","id":"pxc-s-US10608002B2","location":"https://patents.google.com/patent/US10608002B2/en","observed":"US10608002B2; title: Method and system for object reconstruction; inventor field: Zeev Zalevsky; Alexander Shpunt; Aviad Maizels; Javier Garcia; original assignee field: Apple Inc; publication date: 2020-03-31; family identifier: 37942362.","origin_group":"published-patent-US10608002B2","publication_date":"2020-03-31","publisher":"Published patent document via Google Patents","title":"Method and system for object reconstruction"},"pxc-s-US10996959B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 44c4b98e5840cfc7972b3e4a0f2545c52df2dcd32380d021956f6ea6d89465b6. Family Applications (1) Application Number Title Priority Date Filing Date US14/989,880 Active 2036-09-29 US10996959B2 ( en ) 2015-01-08 2016-01-07 Hybrid processor Country Status (1) Country Link US ( 1 ) US10996959B2 ( en ) Cited By (8) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US11087233B2 ( en ) * 2017-08-09 2021-08-10 Google Llc Frequency pattern for reducing parasitic intera","id":"pxc-s-US10996959B2","location":"https://patents.google.com/patent/US10996959B2/en","observed":"US10996959B2; title: Hybrid processor; inventor field: Amir Morad; Leonid Yavits; Shahar Kvatinsky; Ran Ginosar; original assignee field: Technion Research and Development Foundation Ltd; publication date: 2021-05-04; family identifier: 56554373.","origin_group":"published-patent-US10996959B2","publication_date":"2021-05-04","publisher":"Published patent document via Google Patents","title":"Hybrid processor"},"pxc-s-US11520370B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 67a49af66673d82e9a7324863d666b928a3509617fcf57c91512d2b78adcf542. Family Applications (1) Application Number Title Priority Date Filing Date US16/975,128 Active US11520370B2 ( en ) 2018-03-09 2019-03-11 Delay element, delay element chain and fast all-digital clock frequency adaptation circuit for voltage droop tolerance Country Status (3) Country Link US ( 1 ) US11520370B2 ( en ) EP ( 1 ) EP3762925A1 ( en ) WO ( 1 ) WO2019170913A1 ( en ) Families Citing this family (4) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title GB2590660B ( en ) * 2019-12-23 2022-01-05 Graphcore Ltd Reactive droop limiter US10","id":"pxc-s-US11520370B2","location":"https://patents.google.com/patent/US11520370B2/en","observed":"US11520370B2; title: Delay element, delay element chain and fast all-digital clock frequency adaptation circuit for voltage droop tolerance; inventor field: Christoph Lenzen; Matthias FÜGGER; Ben WIEDERHAKE; Attila KINALI; Mordechai Medina; original assignee field: Max Planck Gesellschaft zur Foerderung der Wissenschaften eV; publication date: 2022-12-06; family identifier: 61691221.","origin_group":"published-patent-US11520370B2","publication_date":"2022-12-06","publisher":"Published patent document via Google Patents","title":"Delay element, delay element chain and fast all-digital clock frequency adaptation circuit for voltage droop tolerance"},"pxc-s-US11838104B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 9b38cb4f26622418b464094d1590e3137cbcb369f89735fc9dcb5a6310f772ce. Family Applications (1) Application Number Title Priority Date Filing Date US17/692,639 Active US11838104B2 ( en ) 2021-03-16 2022-03-11 Wavelength multiplexing processor Country Status (6) Country Link US ( 1 ) US11838104B2 ( en ) EP ( 1 ) EP4060388B1 ( en ) JP ( 1 ) JP2022142762A ( en ) CN ( 1 ) CN115085810A ( en ) ES ( 1 ) ES3039911T3 ( en ) IL ( 1 ) IL291189B2 ( en ) Families Citing this family (1) * Cited by examiner, † Cited by third party ","id":"pxc-s-US11838104B2","location":"https://patents.google.com/patent/US11838104B2/en","observed":"US11838104B2; title: Wavelength multiplexing processor; inventor field: Eyal Cohen; Zeev Zalevsky; original assignee field: Cognifiber Ltd; publication date: 2023-12-05; family identifier: 80780585.","origin_group":"published-patent-US11838104B2","publication_date":"2023-12-05","publisher":"Published patent document via Google Patents","title":"Wavelength multiplexing processor"},"pxc-s-US12171692B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 ca86e8dd9e311d73a74ee099ab0db0baf9e869f18b68ba80587a1df2497e8c64. Family Applications (2) Application Number Title Priority Date Filing Date US16/975,479 Active 2040-10-31 US12171692B2 ( en ) 2018-03-01 2019-02-27 System, method and material composition for use in correction of eye conditions US18/952,202 Pending US20250073079A1 ( en ) 2018-03-01 2024-11-19 System, method and material composition for use in correction of eye conditions Family Applications After (1) Application Number Title Priority Date Filing ","id":"pxc-s-US12171692B2","location":"https://patents.google.com/patent/US12171692B2/en","observed":"US12171692B2; title: System, method and material composition for use in correction of eye conditions; inventor field: Zeev Zalevsky; Jean Paul LELLOUCHE; David Smadja; Yifat HAREL; Rivka BEN ISHAY; original assignee field: Bar Ilan University; publication date: 2024-12-24; family identifier: 67805276.","origin_group":"published-patent-US12171692B2","publication_date":"2024-12-24","publisher":"Published patent document via Google Patents","title":"System, method and material composition for use in correction of eye conditions"},"pxc-s-US12313916B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 912493b0c8e959006ea1b6da18e796216ef3cfb515496c63e17469471eb2ac82. Family Applications (19) Application Number Title Priority Date Filing Date US12/781,428 Active 2031-12-10 US8531783B2 ( en ) 2010-02-09 2010-05-17 Imaging method and system for imaging with extended depth of focus US12/803,324 Active 2030-10-29 US8169716B2 ( en ) 2010-02-09 2010-06-24 Optical apparatus with structure for liquid invariant performance US13/578,176 Active 2031-04-18 US8955968B2 ( en ) 2010-02-09 2011-02-09 Imaging with extended dep","id":"pxc-s-US12313916B2","location":"https://patents.google.com/patent/US12313916B2/en","observed":"US12313916B2; title: Optical apparatus with structure for liquid invariant performance; inventor field: Zeev Zalevsky; Ofer Limon; original assignee field: Brien Holden Vision Institute Ltd; publication date: 2025-05-27; family identifier: 43825152.","origin_group":"published-patent-US12313916B2","publication_date":"2025-05-27","publisher":"Published patent document via Google Patents","title":"Optical apparatus with structure for liquid invariant performance"},"pxc-s-US12499303B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 d506b845df684b3a96fd6fb93af82f11e6834d714cee9c1e3fc651fe0c575e95. Family Applications (2) Application Number Title Priority Date Filing Date US18/658,362 Active US12499303B2 ( en ) 2024-04-29 2024-05-08 Using neural networks to encode log data US19/384,904 Pending US20260064938A1 ( en ) 2024-04-29 2025-11-10 Using neural networks to encode log data Family Applications After (1) Application Number Title Priority Date Filing Date US19/384,904 Pending US20260064938A1 ( en ) 2024-04-29 2025-11-10 Using neural netwo","id":"pxc-s-US12499303B2","location":"https://patents.google.com/patent/US12499303B2/en","observed":"US12499303B2; title: Using neural networks to encode log data; inventor field: Yoli Shavit; Eitan Zahavi; Gary Mataev; Hanan Shteingart; Jean-Francois Puget; Zachi Binshtock; original assignee field: Mellanox Technologies Ltd; publication date: 2025-12-16; family identifier: 97303957.","origin_group":"published-patent-US12499303B2","publication_date":"2025-12-16","publisher":"Published patent document via Google Patents","title":"Using neural networks to encode log data"},"pxc-s-US12519918B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 2224175167fcc6da1623a15e00f5df0bc04c02e8320c6e4d236da428f063ee7a. Family Applications (1) Application Number Title Priority Date Filing Date US18/298,736 Active 2044-04-22 US12519918B2 ( en ) 2022-04-11 2023-04-11 High resolution imaging behind scattering medium Country Status (1) Country Link US ( 1 ) US12519918B2 ( en ) Families Citing this family (1) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title CN118444480B ( en ) * 2024-05-08 2025-10-14 福州大学 A ","id":"pxc-s-US12519918B2","location":"https://patents.google.com/patent/US12519918B2/en","observed":"US12519918B2; title: High resolution imaging behind scattering medium; inventor field: Zeev Zalevsky; original assignee field: Bar Ilan University; publication date: 2026-01-06; family identifier: 88239043.","origin_group":"published-patent-US12519918B2","publication_date":"2026-01-06","publisher":"Published patent document via Google Patents","title":"High resolution imaging behind scattering medium"},"pxc-s-US12536611B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 b6fa73a08a88abc682de128a67f5b7c6ced1f4cd406f2d37c41d39243a9cf51e. Family Applications (1) Application Number Title Priority Date Filing Date US18/063,445 Active 2044-04-06 US12536611B2 ( en ) 2021-12-08 2022-12-08 Method and system for super-resolved imaging Country Status (1) Country Link US ( 1 ) US12536611B2 ( en ) Citations (11) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20120250032A1 ( en ) * 2011-04-04 2012-10-04 Wilde Jeffrey P Grating-e","id":"pxc-s-US12536611B2","location":"https://patents.google.com/patent/US12536611B2/en","observed":"US12536611B2; title: Method and system for super-resolved imaging; inventor field: Zeev Zalevsky; Gal CHEN; original assignee field: Bar Ilan University; publication date: 2026-01-27; family identifier: 86607765.","origin_group":"published-patent-US12536611B2","publication_date":"2026-01-27","publisher":"Published patent document via Google Patents","title":"Method and system for super-resolved imaging"},"pxc-s-US12547018B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 215513f8226812f0459992ed94ce5eaf014e9ad1871d7ea61d2ecbf804b3883d. Family Applications (4) Application Number Title Priority Date Filing Date US14/367,389 Active US10656437B2 ( en ) 2011-12-21 2012-12-20 Optical lens with halo reduction US16/848,097 Active US11366337B2 ( en ) 2011-12-21 2020-04-14 Optical lens with halo reduction US17/747,245 Active US11841556B2 ( en ) 2011-12-21 2022-05-18 Optical lens with halo reduction US18/498,549 Active US12547018B2 ( en ) 2011-12-21 2023-10-31 Optical lens with halo reduc","id":"pxc-s-US12547018B2","location":"https://patents.google.com/patent/US12547018B2/en","observed":"US12547018B2; title: Optical lens with halo reduction; inventor field: Ofer Limon; Zeev Zalevsky; Alex ZLOTNIK; Shai BEN-YAISH; original assignee field: Brien Holden Vision Institute Ltd; publication date: 2026-02-10; family identifier: 48667880.","origin_group":"published-patent-US12547018B2","publication_date":"2026-02-10","publisher":"Published patent document via Google Patents","title":"Optical lens with halo reduction"},"pxc-s-US20080120675A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 b3df48194e0527a7de6d6be7a80b9cf37375a6597ef8244e1aaa199b80b336d8. Family Applications (1) Application Number Title Priority Date Filing Date US11/603,200 Abandoned US20080120675A1 ( en ) 2006-11-22 2006-11-22 Home gateway for multiple units Country Status (1) Country Link US ( 1 ) US20080120675A1 ( en ) Cited By (88) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20080263621A1 ( en ) * 2007-04-17 2008-10-23 Horizon Semiconductors Ltd. Set top box w","id":"pxc-s-US20080120675A1","location":"https://patents.google.com/patent/US20080120675A1/en","observed":"US20080120675A1; title: Home gateway for multiple units; inventor field: Amir Morad; Leonid Yavits; Gedalia Oxman; Michael Khrapkovsky; Ofer Austerlitz; original assignee field: Horizon Semiconductors Ltd; publication date: 2008-05-22; family identifier: 39418399.","origin_group":"published-patent-US20080120675A1","publication_date":"2008-05-22","publisher":"Published patent document via Google Patents","title":"Home gateway for multiple units"},"pxc-s-US20080120676A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 f0b8404c8c8304eaf36d8ded42aee8500a541b13bfe038ba16b592e50ed0b21b. Family Applications (1) Application Number Title Priority Date Filing Date US11/603,199 Abandoned US20080120676A1 ( en ) 2006-11-22 2006-11-22 Integrated circuit, an encoder/decoder architecture, and a method for processing a media stream Country Status (1) Country Link US ( 1 ) US20080120676A1 ( en ) Cited By (89) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20070288969A1 ( en ) *","id":"pxc-s-US20080120676A1","location":"https://patents.google.com/patent/US20080120676A1/en","observed":"US20080120676A1; title: Integrated circuit, an encoder/decoder architecture, and a method for processing a media stream; inventor field: Amir Morad; Leonid Yavits; Gedalia Oxman; Ofer Austerlitz; Michael Khrapkovsky; original assignee field: Horizon Semiconductors Ltd; publication date: 2008-05-22; family identifier: 39418400.","origin_group":"published-patent-US20080120676A1","publication_date":"2008-05-22","publisher":"Published patent document via Google Patents","title":"Integrated circuit, an encoder/decoder architecture, and a method for processing a media stream"},"pxc-s-US20080174694A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 cfd3c2cbc3e538a81bf3867a7f1b76582eeaad3993becf6f3bea690aed3c7cf8. Family Applications (1) Application Number Title Priority Date Filing Date US11/655,952 Abandoned US20080174694A1 ( en ) 2007-01-22 2007-01-22 Method and apparatus for video pixel interpolation Country Status (1) Country Link US ( 1 ) US20080174694A1 ( en ) Cited By (13) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20090268088A1 ( en ) * 2008-04-25 2009-10-29 Hui Zhou Motion adapti","id":"pxc-s-US20080174694A1","location":"https://patents.google.com/patent/US20080174694A1/en","observed":"US20080174694A1; title: Method and apparatus for video pixel interpolation; inventor field: Amir Morad; Leonid Yavits; Ilan Dimnik; Gedalia Oxman; original assignee field: Horizon Semiconductors Ltd; publication date: 2008-07-24; family identifier: 39640822.","origin_group":"published-patent-US20080174694A1","publication_date":"2008-07-24","publisher":"Published patent document via Google Patents","title":"Method and apparatus for video pixel interpolation"},"pxc-s-US20080240093A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 e15bf1ada4bcdbb30cb1a1a9aa5386ee7b5dcfc05210bdf13e9b81ea978c4b38. Family Applications (1) Application Number Title Priority Date Filing Date US11/727,719 Abandoned US20080240093A1 ( en ) 2007-03-28 2007-03-28 Stream multiplexer/de-multiplexer Country Status (1) Country Link US ( 1 ) US20080240093A1 ( en ) Cited By (15) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20070189174A1 ( en ) * 2006-02-14 2007-08-16 Finisar Corporation Compacting of frame","id":"pxc-s-US20080240093A1","location":"https://patents.google.com/patent/US20080240093A1/en","observed":"US20080240093A1; title: Stream multiplexer/de-multiplexer; inventor field: Amir Morad; Leonid Yavits; Gedalia Oxman; Michael Khrapkovsky; Ofer Austerlitz; Hila Madar; original assignee field: Horizon Semiconductors Ltd; publication date: 2008-10-02; family identifier: 39794191.","origin_group":"published-patent-US20080240093A1","publication_date":"2008-10-02","publisher":"Published patent document via Google Patents","title":"Stream multiplexer/de-multiplexer"},"pxc-s-US20080240230A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 272e7d5f9250b7542f6d944cdfed1df0f0aa9f6b116c5b809cfce10a1eea8176. Family Applications (1) Application Number Title Priority Date Filing Date US11/730,070 Abandoned US20080240230A1 ( en ) 2007-03-29 2007-03-29 Media processor with an integrated TV receiver Country Status (1) Country Link US ( 1 ) US20080240230A1 ( en ) Cited By (40) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20080266464A1 ( en ) * 2007-04-27 2008-10-30 Xuemin Chen Method and sys","id":"pxc-s-US20080240230A1","location":"https://patents.google.com/patent/US20080240230A1/en","observed":"US20080240230A1; title: Media processor with an integrated TV receiver; inventor field: Gedalia Oxman; Shay Landis; Moshe Twito; Michael Khrapkovsky; Amir Morad; Leonid Yavits; original assignee field: Horizon Semiconductors Ltd; publication date: 2008-10-02; family identifier: 39794271.","origin_group":"published-patent-US20080240230A1","publication_date":"2008-10-02","publisher":"Published patent document via Google Patents","title":"Media processor with an integrated TV receiver"},"pxc-s-US20080260033A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 e460640d43832880f7a10e5a321df4de482f4e5d65207153710b895914ca008d. Family Applications (1) Application Number Title Priority Date Filing Date US11/785,396 Abandoned US20080260033A1 ( en ) 2007-04-17 2007-04-17 Hybrid hierarchical motion estimation for video streams Country Status (1) Country Link US ( 1 ) US20080260033A1 ( en ) Cited By (21) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20100091862A1 ( en ) * 2008-10-14 2010-04-15 Sy-Yen Kuo High-P","id":"pxc-s-US20080260033A1","location":"https://patents.google.com/patent/US20080260033A1/en","observed":"US20080260033A1; title: Hybrid hierarchical motion estimation for video streams; inventor field: Ofer Austerlitz; Gedalia Oxman; Michael Khrapkovsky; Shay Landis; Ilan Dimnik; Amir Morad; Leonid Yavits; original assignee field: Horizon Semiconductors Ltd; publication date: 2008-10-23; family identifier: 39872160.","origin_group":"published-patent-US20080260033A1","publication_date":"2008-10-23","publisher":"Published patent document via Google Patents","title":"Hybrid hierarchical motion estimation for video streams"},"pxc-s-US20080263621A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 5c7c17804bba8be5688471ae83952d5dcf23c307ace5152fc1978c2e4c27f288. Family Applications (1) Application Number Title Priority Date Filing Date US11/785,397 Abandoned US20080263621A1 ( en ) 2007-04-17 2007-04-17 Set top box with transcoding capabilities Country Status (1) Country Link US ( 1 ) US20080263621A1 ( en ) Cited By (109) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20090022229A1 ( en ) * 2007-07-17 2009-01-22 Chih-Ta Star Sung Efficient im","id":"pxc-s-US20080263621A1","location":"https://patents.google.com/patent/US20080263621A1/en","observed":"US20080263621A1; title: Set top box with transcoding capabilities; inventor field: Ofer Austerlitz; Amir Morad; Leonid Yavits; original assignee field: Horizon Semiconductors Ltd; publication date: 2008-10-23; family identifier: 39873550.","origin_group":"published-patent-US20080263621A1","publication_date":"2008-10-23","publisher":"Published patent document via Google Patents","title":"Set top box with transcoding capabilities"},"pxc-s-US20090055005A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 99f1fffd4c72b545732d19e625b92696698ca39658c64e7c8ebb86524cc56d83. Family Applications (1) Application Number Title Priority Date Filing Date US11/892,494 Abandoned US20090055005A1 ( en ) 2007-08-23 2007-08-23 Audio Processor Country Status (1) Country Link US ( 1 ) US20090055005A1 ( en ) Cited By (38) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20090097487A1 ( en ) * 2007-10-15 2009-04-16 Brajabandhu Mishra Method and system for transmission of ","id":"pxc-s-US20090055005A1","location":"https://patents.google.com/patent/US20090055005A1/en","observed":"US20090055005A1; title: Audio Processor; inventor field: Gedalia Oxman; Hila Madar; Amir Morad; Leonid Yavits; Michael Khrapkovsky; David M. Castiel; original assignee field: Horizon Semiconductors Ltd; publication date: 2009-02-26; family identifier: 40382919.","origin_group":"published-patent-US20090055005A1","publication_date":"2009-02-26","publisher":"Published patent document via Google Patents","title":"Audio Processor"},"pxc-s-US20090210155A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 5f0e2d91e763791571508fde941ad6110be9505659de08aa743fbdf00a88626c. Family Applications (1) Application Number Title Priority Date Filing Date US12/355,820 Abandoned US20090210155A1 ( en ) 2008-02-19 2009-01-19 Automotive entertainment, communication, navigation and control center Country Status (1) Country Link US ( 1 ) US20090210155A1 ( en ) Cited By (2) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20110083128A1 ( en ) * 2009-10-02 2011-04-07 Int","id":"pxc-s-US20090210155A1","location":"https://patents.google.com/patent/US20090210155A1/en","observed":"US20090210155A1; title: Automotive entertainment, communication, navigation and control center; inventor field: Tomer Yosef Morad; Leonid Yavits; Amir Morad; original assignee field: Horizon Semiconductors Ltd; publication date: 2009-08-20; family identifier: 40955869.","origin_group":"published-patent-US20090210155A1","publication_date":"2009-08-20","publisher":"Published patent document via Google Patents","title":"Automotive entertainment, communication, navigation and control center"},"pxc-s-US20090235312A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 5658b643c38060e1eb109afc869f990b099b35f6b94f71315ea716c0f9ba0c05. Family Applications (1) Application Number Title Priority Date Filing Date US11/818,971 Abandoned US20090235312A1 ( en ) 2008-03-11 2008-03-11 Targeted content with broadcast material Country Status (1) Country Link US ( 1 ) US20090235312A1 ( en ) Cited By (80) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20090254415A1 ( en ) * 2008-04-07 2009-10-08 Nirav Bhavsar Method and System ","id":"pxc-s-US20090235312A1","location":"https://patents.google.com/patent/US20090235312A1/en","observed":"US20090235312A1; title: Targeted content with broadcast material; inventor field: Amir Morad; Leonid Yavits; Tomer Y. Morad; original assignee field: no named organization established; publication date: 2009-09-17; family identifier: 41064446.","origin_group":"published-patent-US20090235312A1","publication_date":"2009-09-17","publisher":"Published patent document via Google Patents","title":"Targeted content with broadcast material"},"pxc-s-US20090257581A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 f234f013795ab7fd7b7363c505870886603f63795479f6ac837f5942097952d2. Family Applications (1) Application Number Title Priority Date Filing Date US12/100,253 Expired - Fee Related US8300803B2 ( en ) 2008-04-09 2008-04-09 Cooperative MIMO for alien noise cancellation (COMAC) for upstream VDSL systems Country Status (3) Country Link US ( 1 ) US8300803B2 ( en ) EP ( 1 ) EP2263337A4 ( en ) WO ( 1 ) WO2009126187A1 ( en ) Cited By (7) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20100220823A1 ( en ) * 2009-02-27 2010-09-02 Ikanos Communications, Inc. Systems and Methods  for Mitigating Self-Induced Far-","id":"pxc-s-US20090257581A1","location":"https://patents.google.com/patent/US20090257581A1/en","observed":"US20090257581A1; title: Cooperative MIMO for Alien Noise Cancellation (COMAC) for Upstream VDSL Systems; inventor field: Pravesh Biyani; Amitkumar Mahadevan; Patrick Duvaut; original assignee field: Conexant Systems LLC; publication date: 2009-10-15; family identifier: 41162150.","origin_group":"published-patent-US20090257581A1","publication_date":"2009-10-15","publisher":"Published patent document via Google Patents","title":"Cooperative MIMO for Alien Noise Cancellation (COMAC) for Upstream VDSL Systems"},"pxc-s-US20110142181A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 a8fed12c687c1394fd19ab6cb5872ae1e50bcb8f0a5b2410fd97c3b96f52ebd9. Family Applications (1) Application Number Title Priority Date Filing Date US12/942,352 Abandoned US20110142181A1 ( en ) 2009-11-09 2010-11-09 Communication system Country Status (1) Country Link US ( 1 ) US20110142181A1 ( en ) Cited By (14) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20100107031A1 ( en ) * 2006-09-18 2010-04-29 Fujitsu Limited Multiple-input-multiple-output transmission using non-binary ldpc coding US20130177114A1 ( en ) * 2012-01-10 2013-07-11 Samsung Electronics Co. Ltd. Method of detection of signal in comm","id":"pxc-s-US20110142181A1","location":"https://patents.google.com/patent/US20110142181A1/en","observed":"US20110142181A1; title: Communication system; inventor field: Amir Leshem; Jacob Goldberger; original assignee field: no named organization established; publication date: 2011-06-16; family identifier: 44142896.","origin_group":"published-patent-US20110142181A1","publication_date":"2011-06-16","publisher":"Published patent document via Google Patents","title":"Communication system"},"pxc-s-US20210027857A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 0d1b926825b0ed01be1daeab9c189542daf9a373dc9c0095dd13a90d4567b82c. Family Applications (2) Application Number Title Priority Date Filing Date US14/336,434 Abandoned US20150072876A1 ( en ) 2013-07-19 2014-07-21 Self-directed method for cell-type identification and separation of gene expression microarrays US16/930,012 Abandoned US20210027857A1 ( en ) 2013-07-19 2020-07-15 Self-directed method for cell-type identification and separation of gene expression microarrays Family Applications Before (1) Application Number Title Priority Date Filing Date US14/336,434 Abandoned US20150072876A1 ( en ) 2013-07-19 2014-07-21 Self-directed method for cell-type identificati","id":"pxc-s-US20210027857A1","location":"https://patents.google.com/patent/US20210027857A1/en","observed":"US20210027857A1; title: Self-directed method for cell-type identification and separation of gene expression microarrays; inventor field: Neta Zuckerman; Yair NOAM; Andrea Goldsmith; Peter P. Lee; original assignee field: Leland Stanford Junior University and City of Hope; publication date: 2021-01-28; family identifier: 52626146.","origin_group":"published-patent-US20210027857A1","publication_date":"2021-01-28","publisher":"Published patent document via Google Patents","title":"Self-directed method for cell-type identification and separation of gene expression microarrays"},"pxc-s-US20240195834A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 df6e6dbe540f413ede3bf60955032f5f72d991a292893c4a8130931bdfec7ad9. Family Applications (1) Application Number Title Priority Date Filing Date US18/221,007 Pending US20240195834A1 ( en ) 2022-12-08 2023-07-12 Multi-level methods for characterizing quantum communication channels Country Status (2) Country Link US ( 1 ) US20240195834A1 ( en ) IL ( 1 ) IL298937A ( en ) Cited By (3) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20230318817A1 ( en ) * 20","id":"pxc-s-US20240195834A1","location":"https://patents.google.com/patent/US20240195834A1/en","observed":"US20240195834A1; title: Multi-level methods for characterizing quantum communication channels; inventor field: Tali Septon; Elad Mentovich; Moshe B. Oron; Yonatan Piasetzky; Yuval Idan; Eliahu Cohen; Avshalom Elitzur; Taylor Lee Patti; original assignee field: Bar Ilan University; Mellanox Technologies Ltd; publication date: 2024-06-13; family identifier: 91380617.","origin_group":"published-patent-US20240195834A1","publication_date":"2024-06-13","publisher":"Published patent document via Google Patents","title":"Multi-level methods for characterizing quantum communication channels"},"pxc-s-US20240232672A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 76679760d72687e9ffad6a6d989415b23fd1baeca7d367c74887019a112986e5. Family Applications (1) Application Number Title Priority Date Filing Date US18/492,315 Pending US20240232672A1 ( en ) 2023-01-11 2023-10-23 Utilizing weak measurements to reveal information content via an intercept and resend process on a quantum interconnect link Country Status (2) Country Link US ( 1 ) US20240232672A1 ( en ) IL ( 1 ) IL299832A ( en ) Cited By (1) * Cited by examiner, † Cited by third party Publication number Priority date Publ","id":"pxc-s-US20240232672A1","location":"https://patents.google.com/patent/US20240232672A1/en","observed":"US20240232672A1; title: Utilizing weak measurements to reveal information content via an intercept and resend process on a quantum interconnect link; inventor field: Yuval Idan; Avishai ELITZUR; Elad Mentovich; Tali Septon; Eliahu Cohen; Taylor Lee Patti; Moshe Oron; Yonatan Piasetzky; original assignee field: Bar Ilan University; Mellanox Technologies Ltd; publication date: 2024-07-11; family identifier: 91761538.","origin_group":"published-patent-US20240232672A1","publication_date":"2024-07-11","publisher":"Published patent document via Google Patents","title":"Utilizing weak measurements to reveal information content via an intercept and resend process on a quantum interconnect link"},"pxc-s-US20240288595A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 89f5e6c92b391dd8c5ac6e80ba27d1e565acbdcf302a65054d94934fc48b21cd. Family Applications (1) Application Number Title Priority Date Filing Date US18/571,674 Pending US20240288595A1 ( en ) 2021-07-28 2022-07-27 Method and system for high photon energies imaging Country Status (4) Country Link US ( 1 ) US20240288595A1 ( en ) EP ( 1 ) EP4377680A4 ( en ) CA ( 1 ) CA3222366A1 ( en ) WO ( 1 ) WO2023007496A1 ( en ) Citations (17) * Cited by examiner, † Cited by third party Publication number Priority date Publication dat","id":"pxc-s-US20240288595A1","location":"https://patents.google.com/patent/US20240288595A1/en","observed":"US20240288595A1; title: Method and system for high photon energies imaging; inventor field: Eliahu Cohen; Sharon Shwartz; Adi BEN-YEHUDA; Or SEFI; Yishay KLEIN; Shimon SUKHOLUSKI; original assignee field: Bar Ilan University; publication date: 2024-08-29; family identifier: 85086433.","origin_group":"published-patent-US20240288595A1","publication_date":"2024-08-29","publisher":"Published patent document via Google Patents","title":"Method and system for high photon energies imaging"},"pxc-s-US20240296361A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 0c280943d32ef269fb8d91087a4a4a12a624ed6bf4dcbe1cf996bc22ac78d3a5. Family Applications (1) Application Number Title Priority Date Filing Date US18/492,330 Pending US20240296361A1 ( en ) 2023-03-02 2023-10-23 Detection of noise and eavesdropping attempts on a quantum communication network by probing auxiliary degrees of freedom Country Status (2) Country Link US ( 1 ) US20240296361A1 ( en ) IL ( 1 ) IL301090A ( en ) 2023 2023-03-02 IL IL301090A patent/IL301090A/en unknown 2023-10-23 US US18/492,330 patent/US20240","id":"pxc-s-US20240296361A1","location":"https://patents.google.com/patent/US20240296361A1/en","observed":"US20240296361A1; title: Detection of noise and eavesdropping attempts on a quantum communication network by probing auxiliary degrees of freedom; inventor field: Yuval Idan; Avshalom C. ELITZUR; Elad Mentovich; Tali Septon; Eliahu Cohen; Taylor Lee Patti; Moshe Oron; Yonatan Piasetzky; original assignee field: Bar Ilan University; Mellanox Technologies Ltd; publication date: 2024-09-05; family identifier: 92544974.","origin_group":"published-patent-US20240296361A1","publication_date":"2024-09-05","publisher":"Published patent document via Google Patents","title":"Detection of noise and eavesdropping attempts on a quantum communication network by probing auxiliary degrees of freedom"},"pxc-s-US20250335549A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 360db11839f45b134337aa458cf596faa9beaf44a0ca2a3b81394d224492a5e4. Family Applications (1) Application Number Title Priority Date Filing Date US18/658,508 Pending US20250335549A1 ( en ) 2024-04-29 2024-05-08 Using neural networks to classify logs Country Status (3) Country Link US ( 1 ) US20250335549A1 ( en ) CN ( 1 ) CN120873187A ( en ) DE ( 1 ) DE102025116429A1 ( en ) 2024 2024-05-08 US US18/658,508 patent/US20250335549A1/en active Pending 2025 2025-04-28 CN CN202510549007.7A patent/CN120873187A/en active Pend","id":"pxc-s-US20250335549A1","location":"https://patents.google.com/patent/US20250335549A1/en","observed":"US20250335549A1; title: Using neural networks to classify logs; inventor field: Yoli Shavit; Eitan Zahavi; Gary Mataev; Hanan Shteingart; Jean-Francois Puget; Zachi Binshtock; original assignee field: Mellanox Technologies Ltd; publication date: 2025-10-30; family identifier: 97303976.","origin_group":"published-patent-US20250335549A1","publication_date":"2025-10-30","publisher":"Published patent document via Google Patents","title":"Using neural networks to classify logs"},"pxc-s-US20250335761A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 7956e18614666a7ab04351a79a32058e7a357ff8683ebba7c2c0276b4ea77c38. Family Applications (1) Application Number Title Priority Date Filing Date US18/658,284 Pending US20250335761A1 ( en ) 2024-04-29 2024-05-08 Using contrastive learning to train neural networks Country Status (3) Country Link US ( 1 ) US20250335761A1 ( en ) CN ( 1 ) CN120874945A ( en ) DE ( 1 ) DE102025116431A1 ( en ) 2024 2024-05-08 US US18/658,284 patent/US20250335761A1/en active Pending 2025 2025-04-28 CN CN202510549014.7A patent/CN120874945A/e","id":"pxc-s-US20250335761A1","location":"https://patents.google.com/patent/US20250335761A1/en","observed":"US20250335761A1; title: Using contrastive learning to train neural networks; inventor field: Yoli Shavit; Eitan Zahavi; Gary Mataev; Hanan Shteingart; Jean-Francois Puget; Zachi Binshtock; original assignee field: Mellanox Technologies Ltd; publication date: 2025-10-30; family identifier: 97303986.","origin_group":"published-patent-US20250335761A1","publication_date":"2025-10-30","publisher":"Published patent document via Google Patents","title":"Using contrastive learning to train neural networks"},"pxc-s-US20250335762A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 ffe6c665136040d15d1baef9f3dd0c43d5efe4e229efc18a2f4378fe76266800. Family Applications (1) Application Number Title Priority Date Filing Date US18/658,324 Pending US20250335762A1 ( en ) 2024-04-29 2024-05-08 Using similarity loss to train neural networks Country Status (3) Country Link US ( 1 ) US20250335762A1 ( en ) CN ( 1 ) CN120874932A ( en ) DE ( 1 ) DE102025116430A1 ( en ) 2024 2024-05-08 US US18/658,324 patent/US20250335762A1/en active Pending 2025 2025-04-28 CN CN202510549012.8A patent/CN120874932A/en act","id":"pxc-s-US20250335762A1","location":"https://patents.google.com/patent/US20250335762A1/en","observed":"US20250335762A1; title: Using similarity loss to train neural networks; inventor field: Yoli Shavit; Eitan Zahavi; Gary Mataev; Hanan Shteingart; Jean-Francois Puget; Zachi Binshtock; original assignee field: Mellanox Technologies Ltd; publication date: 2025-10-30; family identifier: 97304193.","origin_group":"published-patent-US20250335762A1","publication_date":"2025-10-30","publisher":"Published patent document via Google Patents","title":"Using similarity loss to train neural networks"},"pxc-s-US20250365149A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 22616be9859185b20dfc6dc68774ea8960bb225621580d08f382c4f1242170a0. Family Applications (1) Application Number Title Priority Date Filing Date US19/013,133 Pending US20250365149A1 ( en ) 2024-05-22 2025-01-08 Quandle-based cryptopgraphic framework Country Status (2) Country Link US ( 1 ) US20250365149A1 ( en ) IL ( 1 ) IL313045A ( en ) Citations (2) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20110096926A1 ( en ) * 2009-10-23 2011-04-28 Karthik Ch","id":"pxc-s-US20250365149A1","location":"https://patents.google.com/patent/US20250365149A1/en","observed":"US20250365149A1; title: Quandle-based cryptopgraphic framework; inventor field: Elad Mentovich; Eitan Zahavi; Ran HASSON RUSO; Eliahu Cohen; Avishy CARMI; original assignee field: Bar Ilan University; Mellanox Technologies Ltd; publication date: 2025-11-27; family identifier: 97754720.","origin_group":"published-patent-US20250365149A1","publication_date":"2025-11-27","publisher":"Published patent document via Google Patents","title":"Quandle-based cryptopgraphic framework"},"pxc-s-US20250373340A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 a60e4e28674427e5c985ba30f804fc0afe016e52bda16ff7c8840b05a517dee6. Family Applications (1) Application Number Title Priority Date Filing Date US18/731,918 Pending US20250373340A1 ( en ) 2024-06-03 2024-06-03 System for quantum information retrieval Country Status (3) Country Link US ( 1 ) US20250373340A1 ( en ) CN ( 1 ) CN121072796A ( en ) DE ( 1 ) DE102025121361A1 ( en ) Citations (2) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20210150403A1 ( e","id":"pxc-s-US20250373340A1","location":"https://patents.google.com/patent/US20250373340A1/en","observed":"US20250373340A1; title: System for quantum information retrieval; inventor field: Ziv ABELSON; Elad Mentovich; Ran HASSON RUSO; Eliahu Cohen; Yuval Idan; Avshalom C. ELITZUR; Ariel Ashkenazy; Tal GOFMAN; original assignee field: Bar Ilan University; Mellanox Technologies Ltd; publication date: 2025-12-04; family identifier: 97680736.","origin_group":"published-patent-US20250373340A1","publication_date":"2025-12-04","publisher":"Published patent document via Google Patents","title":"System for quantum information retrieval"},"pxc-s-US20260050506A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 669aaac19d61b35b7c47636a9d952a92692be0df2fc0543f403833ffa5974b7d. Family Applications (2) Application Number Title Priority Date Filing Date US18/977,730 Pending US20260050507A1 ( en ) 2024-08-14 2024-12-11 Multi-modal attribution for job failure in a distributed system US18/977,623 Pending US20260050506A1 ( en ) 2024-08-14 2024-12-11 Unsupervised multi-modal attribution for job failure in a distributed system Family Applications Before (1) Application Number Title Priority Date Filing Date US18/977,730 Pending","id":"pxc-s-US20260050506A1","location":"https://patents.google.com/patent/US20260050506A1/en","observed":"US20260050506A1; title: Unsupervised multi-modal attribution for job failure in a distributed system; inventor field: Yoli Shavit; Hanan Shteingart; Kathy Razmadze Hirsch; Gilad Saban; Eitan Zahavi; original assignee field: Nvidia Corp; publication date: 2026-02-19; family identifier: 98777322.","origin_group":"published-patent-US20260050506A1","publication_date":"2026-02-19","publisher":"Published patent document via Google Patents","title":"Unsupervised multi-modal attribution for job failure in a distributed system"},"pxc-s-US20260050507A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 e36812e397a2b5efb19d4415fa95f9dd1bf3e94b5018ce62f37a3a251d6d447a. Family Applications (2) Application Number Title Priority Date Filing Date US18/977,730 Pending US20260050507A1 ( en ) 2024-08-14 2024-12-11 Multi-modal attribution for job failure in a distributed system US18/977,623 Pending US20260050506A1 ( en ) 2024-08-14 2024-12-11 Unsupervised multi-modal attribution for job failure in a distributed system Family Applications After (1) Application Number Title Priority Date Filing Date US18/977,623 Pending ","id":"pxc-s-US20260050507A1","location":"https://patents.google.com/patent/US20260050507A1/en","observed":"US20260050507A1; title: Multi-modal attribution for job failure in a distributed system; inventor field: Yoli Shavit; Hanan Shteingart; Kathy Razmadze Hirsch; Gilad Saban; Eitan Zahavi; original assignee field: Nvidia Corp; publication date: 2026-02-19; family identifier: 98777322.","origin_group":"published-patent-US20260050507A1","publication_date":"2026-02-19","publisher":"Published patent document via Google Patents","title":"Multi-modal attribution for job failure in a distributed system"},"pxc-s-US20260064938A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 75899932963def73a4be29119b3b92118408d888e351f0a21a8ede798c541e74. Family Applications (2) Application Number Title Priority Date Filing Date US18/658,362 Active US12499303B2 ( en ) 2024-04-29 2024-05-08 Using neural networks to encode log data US19/384,904 Pending US20260064938A1 ( en ) 2024-04-29 2025-11-10 Using neural networks to encode log data Family Applications Before (1) Application Number Title Priority Date Filing Date US18/658,362 Active US12499303B2 ( en ) 2024-04-29 2024-05-08 Using neural networks","id":"pxc-s-US20260064938A1","location":"https://patents.google.com/patent/US20260064938A1/en","observed":"US20260064938A1; title: Using neural networks to encode log data; inventor field: Yoli Shavit; Eitan Zahavi; Gary Mataev; Hanan Shteingart; Jean-Francois Puget; Zachi Binshtock; original assignee field: Mellanox Technologies Ltd; publication date: 2026-03-05; family identifier: 97303957.","origin_group":"published-patent-US20260064938A1","publication_date":"2026-03-05","publisher":"Published patent document via Google Patents","title":"Using neural networks to encode log data"},"pxc-s-US6166833A":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 320efab57711d5be74807f99b644fb4a412b7e32699309ee2b724e02187ed469. Family Applications (1) Application Number Title Priority Date Filing Date US09/536,601 Expired - Fee Related US6166833A ( en ) 1996-10-09 2000-03-28 Zero-order computer generated phase-only holograms Country Status (2) Country Link US ( 1 ) US6166833A ( en ) IL ( 1 ) IL119380A ( en ) Cited By (1) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US6747769B2 ( en ) * 2000-05-30 2004-06-08","id":"pxc-s-US6166833A","location":"https://patents.google.com/patent/US6166833A/en","observed":"US6166833A; title: Zero-order computer generated phase-only holograms; inventor field: David Mendlovic; Emanuel Marom; Naim Konforti; Zeev Zalevsky; Gal Shabtay; original assignee field: Ramot at Tel Aviv University Ltd; publication date: 2000-12-26; family identifier: 11069355.","origin_group":"published-patent-US6166833A","publication_date":"2000-12-26","publisher":"Published patent document via Google Patents","title":"Zero-order computer generated phase-only holograms"},"pxc-s-US6385244B1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 0e3dc790b3ef3248da25803a0a0eade4d5894ddf030eaf6e03a4bbab2380fa2f. Family Applications (5) Application Number Title Priority Date Filing Date US09/010,859 Expired - Lifetime US6385244B1 ( en ) 1997-11-25 1998-01-22 Video encoding device US09/988,878 Expired - Lifetime US6847686B2 ( en ) 1997-11-25 2001-11-19 Video encoding device US10/059,295 Expired - Lifetime US6757329B2 ( en ) 1997-11-25 2002-01-31 Video encoding device US10/878,180 Abandoned US20040233986A1 ( en ) 1997-11-25 2004-06-28 Video encoding device ","id":"pxc-s-US6385244B1","location":"https://patents.google.com/patent/US6385244B1/en","observed":"US6385244B1; title: Video encoding device; inventor field: Amir Morad; Leonid Yavits; original assignee field: Visiontech Ltd; publication date: 2002-05-07; family identifier: 11070893.","origin_group":"published-patent-US6385244B1","publication_date":"2002-05-07","publisher":"Published patent document via Google Patents","title":"Video encoding device"},"pxc-s-US6757329B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 9266b728c50c18934e7b95873d709a46a1b64a13f13e23ffb2a3bd7bb3ca20ea. Family Applications (5) Application Number Title Priority Date Filing Date US09/010,859 Expired - Lifetime US6385244B1 ( en ) 1997-11-25 1998-01-22 Video encoding device US09/988,878 Expired - Lifetime US6847686B2 ( en ) 1997-11-25 2001-11-19 Video encoding device US10/059,295 Expired - Lifetime US6757329B2 ( en ) 1997-11-25 2002-01-31 Video encoding device US10/878,180 Abandoned US20040233986A1 ( en ) 1997-11-25 2004-06-28 Video encoding device ","id":"pxc-s-US6757329B2","location":"https://patents.google.com/patent/US6757329B2/en","observed":"US6757329B2; title: Video encoding device; inventor field: Amir Morad; Leonid Yavits; original assignee field: Broadcom Corp; publication date: 2004-06-29; family identifier: 11070893.","origin_group":"published-patent-US6757329B2","publication_date":"2004-06-29","publisher":"Published patent document via Google Patents","title":"Video encoding device"},"pxc-s-US7609789B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 e432455c875e11cd73efd32beb4de900b36ec4fb80a460b5726d1704ca516506. Family Applications (1) Application Number Title Priority Date Filing Date US11/132,717 Expired - Fee Related US7609789B2 ( en ) 2005-05-19 2005-05-19 Phase noise compensation for MIMO WLAN systems Country Status (2) Country Link US ( 1 ) US7609789B2 ( en ) WO ( 1 ) WO2006123347A2 ( en ) Cited By (13) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20070047743A1 ( en ) * 2005-08-26 2007-03-01 Step Communications Corporation, A Nevada Corporation Method and apparatus for improving noise discrimination using enhanced phase difference","id":"pxc-s-US7609789B2","location":"https://patents.google.com/patent/US7609789B2/en","observed":"US7609789B2; title: Phase noise compensation for MIMO WLAN systems; inventor field: Amir Leshem; original assignee field: Metalink Ltd; publication date: 2009-10-27; family identifier: 37431672.","origin_group":"published-patent-US7609789B2","publication_date":"2009-10-27","publisher":"Published patent document via Google Patents","title":"Phase noise compensation for MIMO WLAN systems"},"pxc-s-US7636406B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 a6b59b4c09b9e41ec9310b8f86396204028b9578ee41ee44da8382efc1e5e996. Family Applications (1) Application Number Title Priority Date Filing Date US10/838,974 Expired - Lifetime US7636406B2 ( en ) 2004-05-05 2004-05-05 System and method of a MIMO transmitter / receiver Country Status (1) Country Link US ( 1 ) US7636406B2 ( en ) Cited By (3) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US20080311859A1 ( en ) * 2007-03-20 2008-12-18 Kabushiki Kaisha Toshiba Wireless communication apparatus US20090213965A1 ( en ) * 2005-03-23 2009-08-27 Ntt Docomo, Inc. Mimo multiplexing communication system and a signa","id":"pxc-s-US7636406B2","location":"https://patents.google.com/patent/US7636406B2/en","observed":"US7636406B2; title: System and method of a MIMO transmitter / receiver; inventor field: Amir Leshem; Nir Tal; original assignee field: Metalink Ltd; publication date: 2009-12-22; family identifier: 35239437.","origin_group":"published-patent-US7636406B2","publication_date":"2009-12-22","publisher":"Published patent document via Google Patents","title":"System and method of a MIMO transmitter / receiver"},"pxc-s-US8270479B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 a4fd636f63b91b7b10a45aa4008e603ef53975704bb17f1a88040bded7be1b93. Family Applications (2) Application Number Title Priority Date Filing Date US10/170,019 Expired - Fee Related US8270479B2 ( en ) 1999-04-06 2002-06-11 System and method for video and audio encoding on a single chip US13/587,546 Abandoned US20130039418A1 ( en ) 1999-04-06 2012-08-16 System and Method for Video and Audio Encoding on a Single Chip Family Applications After (1) Application Number Title Priority Date Filing Date US13/587,546 Abandoned","id":"pxc-s-US8270479B2","location":"https://patents.google.com/patent/US8270479B2/en","observed":"US8270479B2; title: System and method for video and audio encoding on a single chip; inventor field: Amir Morad; Leonid Yavits; Gadi Oxman; Evgeny Spektor; Michael Khrapkovsky; Gregory Chernov; original assignee field: Broadcom Corp; publication date: 2012-09-18; family identifier: 27389752.","origin_group":"published-patent-US8270479B2","publication_date":"2012-09-18","publisher":"Published patent document via Google Patents","title":"System and method for video and audio encoding on a single chip"},"pxc-s-US9247263B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 ab738f8b9da71850f6cacfd1db9335b06b8bdb75d23304275472408db8371718. Family Applications (5) Application Number Title Priority Date Filing Date US09/543,904 Expired - Fee Related US6690726B1 ( en ) 1999-04-06 2000-04-06 Video encoding and video/audio/data multiplexing device US10/282,736 Expired - Lifetime US7088771B2 ( en ) 1999-04-06 2002-10-29 Video encoding and video/audio/data multiplexing device US10/744,531 Expired - Lifetime US7376185B2 ( en ) 1999-04-06 2003-12-22 Video encoding and video/audio/data multi","id":"pxc-s-US9247263B2","location":"https://patents.google.com/patent/US9247263B2/en","observed":"US9247263B2; title: Video encoding and video/audio/data multiplexing device; inventor field: Leonid Yavits; Amir Morad; original assignee field: Broadcom Corp; publication date: 2016-01-26; family identifier: 11072683.","origin_group":"published-patent-US9247263B2","publication_date":"2016-01-26","publisher":"Published patent document via Google Patents","title":"Video encoding and video/audio/data multiplexing device"},"pxc-s-US9344162B2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 efa3dacad84e9a14fac3caebb3a6dd666821ba1c0b734e7bff9efdb9b991117a. Family Applications (1) Application Number Title Priority Date Filing Date US13/871,962 Active US9344162B2 ( en ) 2012-04-27 2013-04-26 Exploiting spatial degrees of freedom in multiple input multiple output (MIMO) radio systems Country Status (2) Country Link US ( 1 ) US9344162B2 ( en ) WO ( 1 ) WO2014018146A2 ( en ) Cited By (1) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US10411782B2 ( en ) * 2016-03-31 2019-09-10 Qualcomm Incorporated Channel estimation for per-tone continuous precoding in downlink MIMO transmission Families ","id":"pxc-s-US9344162B2","location":"https://patents.google.com/patent/US9344162B2/en","observed":"US9344162B2; title: Exploiting spatial degrees of freedom in multiple input multiple output (MIMO) radio systems; inventor field: Andrea Goldsmith; Yair NOAM; Alexandros Manolakos; Konstantinos Dimou; original assignee field: Leland Stanford Junior University; publication date: 2016-05-17; family identifier: 49997945.","origin_group":"published-patent-US9344162B2","publication_date":"2016-05-17","publisher":"Published patent document via Google Patents","title":"Exploiting spatial degrees of freedom in multiple input multiple output (MIMO) radio systems"},"pxc-s-WO2015151110A2":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 a908e6da980885d720dd6306029e6cfbd084547d1802f5902e71f938223d1e6a. Family Applications (1) Application Number Title Priority Date Filing Date PCT/IL2015/050370 Ceased WO2015151110A2 ( en ) 2014-04-02 2015-04-02 Semiconductor waveguide structure Country Status (2) Country Link US ( 1 ) US20170176780A1 ( en ) WO ( 1 ) WO2015151110A2 ( en ) Cited By (1) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title CN110494800A ( en ) * 2017-03-24 2019-11-22 洛克利光子有限公司 Optical modulator Families Citing this family (17) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assign","id":"pxc-s-WO2015151110A2","location":"https://patents.google.com/patent/WO2015151110A2/en","observed":"WO2015151110A2; title: Semiconductor waveguide structure; inventor field: Uriel Levy; Joseph Shappir; Ilya GOYKHMAN; Boris DESIATOV; original assignee field: Yissum Research Development Co of Hebrew University of Jerusalem; publication date: 2015-10-08; family identifier: 53180769.","origin_group":"published-patent-WO2015151110A2","publication_date":"2015-10-08","publisher":"Published patent document via Google Patents","title":"Semiconductor waveguide structure"},"pxc-s-WO2018198118A1":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Patent-office bibliographic record is directly relevant to inventor names and publication metadata.","score":3},"method":{"rationale":"Published front-matter fields are inspectable; this score concerns what the document records, not validity, current ownership or technical efficacy.","score":3},"provenance":{"rationale":"Inspectable published patent document with stable publication identifier, reproduced by Google Patents.","score":3}},"evidence_locator":"Info: Publication number, Inventor, Original Assignee, Publication date; Family ID and Family Applications. Fetched HTML SHA256 31b8e0292edfa4242e2472a43ddd1ab8f1c0dd922cc88183dc3c73149baaf864. Family Applications (1) Application Number Title Priority Date Filing Date PCT/IL2018/050452 Ceased WO2018198118A1 ( en ) 2017-04-26 2018-04-25 A system and method for coordinated silencing for alien noise mitigation in a multi-users communication system Country Status (1) Country Link WO ( 1 ) WO2018198118A1 ( en ) Citations (4) * Cited by examiner, † Cited by third party Publication number Priority date Publication date Assignee Title US5883901A ( en ) * 1995-09-22 1999-03-16 Hewlett-Packard Company Communications system including synchronization information for timing upstream transmission ","id":"pxc-s-WO2018198118A1","location":"https://patents.google.com/patent/WO2018198118A1/en","observed":"WO2018198118A1; title: A system and method for coordinated silencing for alien noise mitigation in a multi-users communication system; inventor field: Itshak Bergel; Amir Leshem; original assignee field: Bar Ilan University; publication date: 2018-11-01; family identifier: 63920330.","origin_group":"published-patent-WO2018198118A1","publication_date":"2018-11-01","publisher":"Published patent document via Google Patents","title":"A system and method for coordinated silencing for alien noise mitigation in a multi-users communication system"},"pxc-s-amir-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"Profile research overview","id":"pxc-s-amir-bio","location":"https://sites.biu.ac.il/en/amir-weiss","observed":"The profile identifies Amir Weiss as a Bar-Ilan engineering researcher in statistical signal processing, machine learning, estimation, communications, localization, sensing and compression.","origin_group":"firstparty-pxc-s-amir-bio","publication_date":null,"publisher":"Bar-Ilan University","title":"Amir Weiss faculty profile"},"pxc-s-cv-001":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 1","id":"pxc-s-cv-001","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Zero Order Computer Generated Phase Only Holograms\" and lists US6166833. Bibliographic entry snapshot: D. Mendlovic, E. Marom, N. Konforti, Z. Zalevsky and G. Shabtay, \"Zero Order Computer Generated Phase Only Holograms,\" Israel patent application No. 119380. US patent No. 6166833.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 1"},"pxc-s-cv-002":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 2","id":"pxc-s-cv-002","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Phase Only Filter for Generating an Arbitrary Illumination Pattern\" and lists US5909312. Bibliographic entry snapshot: D. Mendlovic, E. Marom, N. Konforti, Z. Zalevsky and G. Shabtay, \"Phase Only Filter for Generating an Arbitrary Illumination Pattern,\" Israel patent application No. 119341. US patent No. 5909312.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 2"},"pxc-s-cv-003":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 3","id":"pxc-s-cv-003","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Super resolving imaging system\" and lists US6344893. Bibliographic entry snapshot: D. Mendlovic, Z. Zalevsky, N. Konforti, E. Marom, G. Shabtay, U. Levy and S. Karako \"Super resolving imaging system,\" US patent No. 6344893.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 3"},"pxc-s-cv-004":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 4","id":"pxc-s-cv-004","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Synthesis of light beams\" and lists US6343307. Bibliographic entry snapshot: D. Mendlovic, Z. Zalevsky, G. Shabtay, U. Levy, E. Marom and N. Konforti, \"Synthesis of light beams,\" US patent No. 6343307.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 4"},"pxc-s-cv-005":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 5","id":"pxc-s-cv-005","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Method and device for polarization-based all-optical switching\" and lists US6807329. Bibliographic entry snapshot: Z. Zalevsky, N. Konforti, E. Goldenberg, G. Shabtay and Y. Miron, \"Method and device for polarization- based all-optical switching,\" US patent No. 6807329.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 5"},"pxc-s-cv-006":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 6","id":"pxc-s-cv-006","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"A method and system for super resolution image capture using a mask\" and lists US7003177. Bibliographic entry snapshot: D. Mendlovic and Z. Zalevsky, \"A method and system for super resolution image capture using a mask,\" US patent No. 7003177; EU patent No. EP 1169847 B1; German patent No. DE 60043694 D1.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 6"},"pxc-s-cv-007":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 7","id":"pxc-s-cv-007","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical processing\" and lists US7012749. Bibliographic entry snapshot: D. Mendlovic, E. Goldenberg, N. Konforti, Z. Zalevsky and A. Sariel, \"Optical processing,\" US patent No. 7012749.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 7"},"pxc-s-cv-008":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 8","id":"pxc-s-cv-008","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical method and system for extended depth of focus\" and lists US7061693, US7365917, US7859769, US8192022. Bibliographic entry snapshot: Z. Zalevsky, \"Optical method and system for extended depth of focus,\" US patent No. 7061693; US patent No. 7365917; US patent No. 7859769; US pa tent No. 8 192022; South Korean Patent No. 1165051; Japanese Patent Application No. 2007-526697; Singapure patent No. 129858; Russia patent No. 2436135; China patent No. ZL 200580027819.6","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 8"},"pxc-s-cv-009":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 9","id":"pxc-s-cv-009","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Image compression\" and lists US7194139. Bibliographic entry snapshot: A. Sariel, D. Mendlovic, U. Efron, I. Raveh, G. Shabtay , Z. Zalevsky, G. Shabtay, U. Levy, N. Konforti, A. Shemer, D. Shklarsky \"Image compression,\" US patent No. 7194139.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 9"},"pxc-s-cv-010":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 10","id":"pxc-s-cv-010","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"All optical extended depth-of field imaging system\" and lists US7158317. Bibliographic entry snapshot: E. Ben-Eliezer, Z. Zalevsky, E. Marom, N. Konforti and D. Mendlovic, \"All optical extended depth-of field imaging system,\" US patent No. 7158317.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 10"},"pxc-s-cv-011":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 11","id":"pxc-s-cv-011","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Image Projecting Device and Method\" and lists US7128420. Bibliographic entry snapshot: Y. Kapellner, S. Kapellner, I. Pomerantz, Z. Zalevsky, and E. Sabo, “Image Projecting De vice and Method,” US patent No. 7128420.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 11"},"pxc-s-cv-012":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 12","id":"pxc-s-cv-012","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Range mapping using speckle decorrelation\" and lists US7433024. Bibliographic entry snapshot: J. Garcia and Z. Zalevsky, \"Range mapping using speckle decorrelation,\" US patent No. 7433024.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 12"},"pxc-s-cv-013":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 13","id":"pxc-s-cv-013","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Imaging system and method for providing extended depth of focus, range extraction and super resolved imaging\" and lists US7646549, US8040604. Bibliographic entry snapshot: Z. Zalevsky and A. Zlotnik, “Imaging system and method for providing extended depth of focus, range extraction and super resolved imaging,” US patent No. 7646549 and US patent No. 8040604.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 13"},"pxc-s-cv-014":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 14","id":"pxc-s-cv-014","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Image projecting device and method\" and lists US7746559. Bibliographic entry snapshot: I. Sharon, Z. Zalevsky, G. Manor, Y. Kapellner, “Image projecting device and method,” US patent No. 7746559. ","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 14"},"pxc-s-cv-015":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 15","id":"pxc-s-cv-015","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"All Optical System and Method for Providing Extended Depth of Focus of Imaging\" and lists US7777932. Bibliographic entry snapshot: Z. Zalevsky and S. Ben Yaish, “All Optical System and Method for Providing Extended Depth of Focus of Imaging,” US patent No. 7777932; Israeli Patent Application No. 194782.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 15"},"pxc-s-cv-016":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 16","id":"pxc-s-cv-016","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Electronic device and a method of its fabrication\" and lists US7777929. Bibliographic entry snapshot: Z. Zalevsky, “Electronic device and a method of its fabrication,” US patent No. 7777929.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 16"},"pxc-s-cv-017":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 17","id":"pxc-s-cv-017","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical method and system for enhancing image resolution\" and lists US7800683. Bibliographic entry snapshot: Z. Zalevsky and J. Solomon, “Optical method and system for enhancing image resolution,” US patent No. 7800683; Israeli patent No. 171853.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 17"},"pxc-s-cv-018":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 18","id":"pxc-s-cv-018","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical system and method for multi-range and dual-range imaging\" and lists US7812295. Bibliographic entry snapshot: I Raveh and Z. Zalevsky, “Optical system and method for multi-range and dual-range imaging,” US patent No. 7812295.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 18"},"pxc-s-cv-019":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 19","id":"pxc-s-cv-019","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for imaging with extended depth of focus and incoherent light\" and lists US7936522. Bibliographic entry snapshot: Z. Zalevsky, “System and method for imaging with extended depth of focus and incoherent light,” US patent No. 7936522; EU patent application No. EP 2008143 B1; Israeli Patent Application No. 194783.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 19"},"pxc-s-cv-020":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 20","id":"pxc-s-cv-020","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical system and method for use in projection systems\" and lists US8009358. Bibliographic entry snapshot: Z. Zalevsky, Y. Kapellner, I. Eyal and G. Manor; “Optical system and method for use in projection systems,” US patent No. 8009358.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 20"},"pxc-s-cv-021":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 21","id":"pxc-s-cv-021","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Depth-varying light fields for three dimensional sensing\" and lists US8050461, US8374397. Bibliographic entry snapshot: A. Shpunt and Z. Zalevsky, “Depth-varying light fields for three dimensional sensing, US p atent No. 8050461; US patent No. 8374397; China patent No. CN 101501442 B.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 21"},"pxc-s-cv-022":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 22","id":"pxc-s-cv-022","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"An optical sub wavelength super resolution imaging system producing nanometric spatial resolution of a scanned subject\" and lists US8169695. Bibliographic entry snapshot: Z. Zalevsky, “An optical sub wavelength super resolution imaging system producing nanometric spatial resolution of a scanned subject,” US patent 8169695.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 22"},"pxc-s-cv-023":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 23","id":"pxc-s-cv-023","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Method and System for Imaging with a Zoom\" and lists US8098949. Bibliographic entry snapshot: Z. Zalevsky and A. Zlotnik, “Method and System for Imaging with a Zoom,” US patent No. 8098949.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 23"},"pxc-s-cv-024":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 24","id":"pxc-s-cv-024","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"All-optical devices and methods for data processing\" and lists US8155484. Bibliographic entry snapshot: Z. Zalevsky, A. Rudnitsky and M. Natan, “All-optical devices a nd methods for data processing,” US patent No. 8155484.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 24"},"pxc-s-cv-025":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 25","id":"pxc-s-cv-025","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical apparatus with structure for liquid invariant performance\" and lists US8169716, US10031334, US11079517. Bibliographic entry snapshot: Z. Zalevsky and O. Limon, “Optical apparatus with structure for l iquid invariant performance,” US number 8169716; US number 10031334; US patent No. 11079517","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 25"},"pxc-s-cv-026":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 92, Issued Patents, numbered item 26","id":"pxc-s-cv-026","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Three-dimensional sensing using speckle patterns\" and lists US8390821. Bibliographic entry snapshot: A. S hpunt and Z. Zalevsky, “Three-dimensional sensing us ing speckle patterns,” US patent No. 8390821. ","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 26"},"pxc-s-cv-027":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 27","id":"pxc-s-cv-027","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Method and system for object reconstruction\" and lists US8400494, US9066084, US9437006, US9704249, US10340280, US10608002. Bibliographic entry snapshot: Z. Zalevsky, A. Shpunt, A. Malzels and J. Garcia, “Method and system for object reconstruction,” US patent No. 8400494; US patent N o. 9066084; US patent No. 9 437006; US patent No. 9704249; US patent No. 10340280; US patent No. 10608002;","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 27"},"pxc-s-cv-028":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 28","id":"pxc-s-cv-028","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Imaging method and system for imaging with extended depth of focus\" and lists US8531783. Bibliographic entry snapshot: Z. Zalevsky, A. Zlotnik and I. Raveh, “Imaging method and system for imaging with extended depth of focus,” US patent No. 8531783.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 28"},"pxc-s-cv-029":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 29","id":"pxc-s-cv-029","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical mask for all-optical extended depth-of-field for imaging systems under incoherent illumination\" and lists US8570655. Bibliographic entry snapshot: E. Ben-Eliezer; E. Marom, N. Konforti and Z. Zalevsky, “Optical mask for all-optical extended depth-of- field for imaging systems under incoherent illumination,” US patent No. 8570655.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 29"},"pxc-s-cv-030":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 30","id":"pxc-s-cv-030","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Motion detection system and method\" and lists US8638991. Bibliographic entry snapshot: Z. Zalevsky and J. Garcia, “Motion detection system and method,\" US patent No. 8638991; Australian Patent No. 2008278642; South Ko rean Patent No. 10-2010-7004615; Israeli Patent Application No . 203262; Canadian Patent Application No. 2697625C; European Patent Application No. EP 2 183 543 B1","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 30"},"pxc-s-cv-031":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 31","id":"pxc-s-cv-031","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Devices and methods for optical signal control\" and lists US8792159. Bibliographic entry snapshot: Z. Zalevsky and A. Rudnitsky, “Devices and methods for optical signal control,” US patent No. 8792159.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 31"},"pxc-s-cv-032":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 32","id":"pxc-s-cv-032","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"High resolution extended depth of field optical coherence tomography\" and lists US8860948. Bibliographic entry snapshot: I. Abdulhalim and Z. Zalevsky, “High resolution extended depth of field optical coherence tomography,” US patent No. 8860948.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 32"},"pxc-s-cv-033":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 33","id":"pxc-s-cv-033","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Method and system for providing three-dimensional and range inter-planar estimation\" and lists US8908016, US9501833. Bibliographic entry snapshot: E. Gordon, Z. Zalevsky and H. Duadi, “Method and system for providing three-dimensional and range inter-planar estimation,” US patent No. 8908016; China patent CN102203551B; US patent No. 9501833. ","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 33"},"pxc-s-cv-034":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 34","id":"pxc-s-cv-034","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Imaging method and system with optimized extended depth of focus\" and lists US8913331, US9429768. Bibliographic entry snapshot: Z. Zalevsky, A. Zlotnik and I. Raveh, “Imaging method and system with optimized extended depth of focus,” US patent No. 8913331; US patent No. 9429768.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 34"},"pxc-s-cv-035":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 35","id":"pxc-s-cv-035","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Imaging with extended depth of focus for use with polychromatic light\" and lists US8955968, US9500875. Bibliographic entry snapshot: Z. Zalevsky, A. Zlotnik, S. Ben-Yaish, O. Limon and I. Raveh, “Imaging with extended depth of focus for use with polychromatic light,” US patent No. 8955968; US patent No. 9500875.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 35"},"pxc-s-cv-036":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 36","id":"pxc-s-cv-036","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Pattern generation using a diffraction pattern that is a spatial Fourier transform of a random pattern\" and lists US9063283. Bibliographic entry snapshot: A. Shpunt and Z. Zalevsky, “Pattern generation u sing a diffraction pattern that is a spatial Fourier transform of a random pattern,” US patent No. 9063283.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 36"},"pxc-s-cv-037":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 37","id":"pxc-s-cv-037","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Imaging system with optimized extended depth of focus\" and lists US9134543, US10175392, US11199651. Bibliographic entry snapshot: Z. Zalevsky, A. Zlotnik, I. Raveh, S. Ben-Yaish, O. Limon, O. Yehezkel and K. Lahav, “Imaging system with optimized extended depth of focus,” US patent No. 9134543; EU Patent No. 2534525; US patent No. 10175392; US patent No. 11199651","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 37"},"pxc-s-cv-038":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 38","id":"pxc-s-cv-038","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Blind sight\" and lists US9199081. Bibliographic entry snapshot: Z. Zalevsky and M. Belkin, “Blind sight,” US patent No. 9199081,","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 38"},"pxc-s-cv-039":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 39","id":"pxc-s-cv-039","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Multi-focal lens\" and lists US9239471, US10078159. Bibliographic entry snapshot: Z. Z alevsky, A. Zlotnik, S. Be n-Yaish, O. L imon and I. Raveh, ”Multi-focal lens,” US patent No. 9239471; US patent No. 10078159.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 39"},"pxc-s-cv-040":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 40","id":"pxc-s-cv-040","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Spectral and temporal stealthy fiber optic communication using sampling and phase encoding detection systems\" and lists US9288045. Bibliographic entry snapshot: D. Sadot, Z. Zalevsky and T. Yeminy, “Spectral and temporal stealthy fiber optic communication using sampling and phase encoding detection systems,” US patent No. 9288045; EP2735111A1.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 40"},"pxc-s-cv-041":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 41","id":"pxc-s-cv-041","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for imaging with pinhole arrays\" and lists US9344700. Bibliographic entry snapshot: Z. Zalevsky, A. Schwarz, A. S hemer, B . Javidi and J . Wang, “System an d method for imaging with pinhole arrays,” US patent No. 9344700.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 41"},"pxc-s-cv-042":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 42","id":"pxc-s-cv-042","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Imaging system and method using multi core fiber\" and lists JP5989666. Bibliographic entry snapshot: Z. Zalevsky, A. Shahmoon and H. Slovin, “Imaging sy stem and method using multi core fiber,” Japanese patent 5989666, EU patent P-78705-EP.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 42"},"pxc-s-cv-043":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 43","id":"pxc-s-cv-043","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Multi-taper optical coupler\" and lists US9477043. Bibliographic entry snapshot: T. Frumkin and Z. Zalevsky, “Multi-taper optical coupler,” US patent No. 9477043.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 43"},"pxc-s-cv-044":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 44","id":"pxc-s-cv-044","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Method and system for improving resolution of a spectrometer\" and lists US9513225. Bibliographic entry snapshot: Z. Zalevsky and Y. Hammer, “Method and system for improving resolution of a spectrometer,” US patent No. 9513225.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 44"},"pxc-s-cv-045":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 45","id":"pxc-s-cv-045","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Method and system for non-invasively monitoring biological or biochemical parameters of individual\" and lists US9636041, US10398314. Bibliographic entry snapshot: Z. Zalevsky, J. Garcia, Y. Beiderman, I. Margalit, N. Ozana, N. Arbel, V. Mico, M. S. Sanz, Y. Bishitz and A. Shahmoon, “Method and s ystem for non-invasively monitoring biological or b iochemical parameters of individual,” US patent No. 9636041; Chinesse patent No. 2 01380041088.5; US patent No. 10398314; Chinese patent No. 201580011995.4; Japanese patent No. 2015-524904; Australian patent No. 2015212330","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 45"},"pxc-s-cv-046":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 46","id":"pxc-s-cv-046","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Multicore fiber endoscopes\" and lists US9661986. Bibliographic entry snapshot: A. Shahmoon, A. Zlotnik D . Zigdon, S. Kremer and Z. Zalevsky, “Multicore fiber endoscopes,” US patent No. 9661986; Chinese patent No. ZL 2015800511620; Japanese patent No. 6794352; Chinese patent No. 2019104480763;","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 46"},"pxc-s-cv-047":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 47","id":"pxc-s-cv-047","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Method and system for non-invasively monitoring biological or biochemical parameters of individual\" and lists US9668672, US10390729, US11129544. Bibliographic entry snapshot: Z. Zalevsky, J. Garcia, V. Mico, M. Belkin, Y. Beiderman and I. Margalit, “Method and system for non- invasively monitoring biological or biochemical parameters of individual,” US patent No. 9668672; US patent No. 10390729; US patent No. 11129544;","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 47"},"pxc-s-cv-048":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 48","id":"pxc-s-cv-048","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Condition authentication based upon temporal-spatial analysis of vibrational responsivity\" and lists US9916433. Bibliographic entry snapshot: A. Sc hwarz, Z. Zalevsky, Y . Beiderman, J. Ga rcia and A. Shemer, \"Condition authentication based upon temporal-spatial analysis of vibrational responsivity,\" US patent No. 9916433.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 48"},"pxc-s-cv-049":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 49","id":"pxc-s-cv-049","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"All-optical silicon-photonic constellation conversion of amplitude-phase modulation formats\" and lists US9954620. Bibliographic entry snapshot: D. Sadot, Z. Zalevsky and T. Yeminy, “All-optical silicon-photonic constellation conversion of amplitude- phase modulation formats,” US patent No. 9954620; EU patent 15845902.4","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 49"},"pxc-s-cv-050":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 50","id":"pxc-s-cv-050","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Display backlight\" and lists US9958601. Bibliographic entry snapshot: R. Menon, A. Rudnitsky and Z. Zalevsky, “Display backlight,” US patent No. 9958601.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 50"},"pxc-s-cv-051":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 51","id":"pxc-s-cv-051","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for imaging with pinhole arrays\" and lists US10033996. Bibliographic entry snapshot: Z. Zalevsky, A. Schwarz, A. Shemer, A. Zlotnik, “System and method for imaging with pinhole arrays,” US patent No. 10033996.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 51"},"pxc-s-cv-052":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 52","id":"pxc-s-cv-052","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical magnetic sensing system\" and lists IL224958. Bibliographic entry snapshot: T. David and Z. Zalevsky, “Optical magnetic sensing system,” Israeli Patent No. 224958.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 52"},"pxc-s-cv-053":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 53","id":"pxc-s-cv-053","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Gas slab laser\" and lists US10186825. Bibliographic entry snapshot: Y. Sintov and Z. Zalevsky, “Gas slab laser,” US patent No. 10186825.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 53"},"pxc-s-cv-054":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 93, Issued Patents, numbered item 54","id":"pxc-s-cv-054","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Illumination sources for multicore fiber endoscopes\" and lists US10398294. Bibliographic entry snapshot: A. Shahmoonn and Z. Zalevsky, “Illumination sources for multicore fiber endoscopes,” US patent No. 10398294. ","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 54"},"pxc-s-cv-055":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 55","id":"pxc-s-cv-055","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Toric ophthalmic lens having extended depth of focus\" and lists US10394051. Bibliographic entry snapshot: S. Ben-Yaish, A. Zlotnik, I. Raveh, O. Limon, O. Yehezkel, K . Lahav-Yacouel, M. Goldstein and Z. Zalevsky, “Toric ophthalmic lens having extended depth of focus,” US Patent No. 10394051.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 55"},"pxc-s-cv-056":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 56","id":"pxc-s-cv-056","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Non-immunogenic and nuclease resistant n ucleic acid origami devices and compositions thereof\" and lists US10420842. Bibliographic entry snapshot: I. Bachelet, H. Abu-Horowitz, E. Ben-Ishay, A. Yaniv, A. Munitz, A. Shapiro, A. Shemer and Z. Zalevsky, “Non-immunogenic a nd nuclease resistant n ucleic acid origami devices and compositions thereof,” US Patent No. 10420842.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 56"},"pxc-s-cv-057":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 57","id":"pxc-s-cv-057","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Multi optically-coupled channels module and related methods of computation\" and lists US10429580, US10838139. Bibliographic entry snapshot: Z. Zalevsky, M. London, E. Cohen, A. Shemer and D. Malka, “Multi optically-coupled channels module and related methods of computation,” US Patent N o. 10429580; US patent No. 10838139; Japanese Patent No. 6799835","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 57"},"pxc-s-cv-058":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 58","id":"pxc-s-cv-058","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Coherent fluorescence super-resolution microscopy\" and lists US10585272. Bibliographic entry snapshot: R. Menon, J. Gerton, C. Ebeling, A. Meiri and Z. Zalevsky, “Coherent fluorescence super-resolution microscopy,” US patent No. 10585272.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 58"},"pxc-s-cv-059":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 59","id":"pxc-s-cv-059","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for monitoring glucose level\" and lists US10595755. Bibliographic entry snapshot: Z. Zalevsky, R. Talman, Y. Beiderman, N. Ozana and J. Garcia, “System and method for mo nitoring glucose level,” US patent No. 10595755.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 59"},"pxc-s-cv-060":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 60","id":"pxc-s-cv-060","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical lens with halo reduction\" and lists US10656437, US11366337. Bibliographic entry snapshot: O. Limon, Z. Zalevsky, A. Zlotnik and S. Ben-Yaish, “Optical lens with halo reduction,” US patent No. 10656437; US patent No 11366337.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 60"},"pxc-s-cv-061":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 61","id":"pxc-s-cv-061","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for use in depth characterization of objects\" and lists US10724846. Bibliographic entry snapshot: Z. Zalevsky, J. Garcia, N. Ozana, R. Califa and A . Schwarz, “System and method for use in depth characterization of objects,” US patent No. 10724846.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 61"},"pxc-s-cv-062":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 62","id":"pxc-s-cv-062","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for blood pressure measurement\" and lists US10750956. Bibliographic entry snapshot: Z. Z alevsky, Y. Beiderman, J. Garcia, M. Golberg, J. R. R. Onses, “System and me thod for blood pressure measurement,” US patent No. 10750956.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 62"},"pxc-s-cv-063":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 63","id":"pxc-s-cv-063","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for monitoring of objects with increased sensitivity\" and lists US10856739. Bibliographic entry snapshot: Z. Zalevsky and N. Ozana, “System and method for monitoring of objects with increased sensitivity,” US patent No. 10856739.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 63"},"pxc-s-cv-064":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 64","id":"pxc-s-cv-064","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for optical monitoring using symmetry condition of light field\" and lists US10861171. Bibliographic entry snapshot: Z. Zalevsky and J. Garcia, “System and method for optical monitoring using symmetry condition of light field,” US patent No. 10861171.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 64"},"pxc-s-cv-065":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 65","id":"pxc-s-cv-065","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Optical transforming and modulated interference pattern of a moving object\" and lists US10883818. Bibliographic entry snapshot: Z. Zalevsky, J. Garcia, A. M. Schwarz and Y. Beiderman, “Optical t ransforming and modulated interference pattern of a moving object,” US patent No. 10883818.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 65"},"pxc-s-cv-066":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 66","id":"pxc-s-cv-066","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Ultrahigh resolution photonic spectral processor\" and lists US10914633. Bibliographic entry snapshot: D. Sadot, Z. Zalevsky, T. Yeminy and S. Asraf, “Ultrahigh resolution photonic spectral processor,” US patent No. 10914633.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 66"},"pxc-s-cv-067":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 67","id":"pxc-s-cv-067","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Sample inspection utilizing time modulated illumination\" and lists US10931881. Bibliographic entry snapshot: Z. Zalevsky, R. Califa, Z. Markman and Y. Beiderman, “Sample inspection utili zing time mod ulated illumination,” US patent No. 10931881.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 67"},"pxc-s-cv-068":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 68","id":"pxc-s-cv-068","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Vibration sensing system with wavelength encoding\" and lists US10989517. Bibliographic entry snapshot: Z. Zalevsky a nd J. G arcia, “Vibration sensing sy stem with wavelength enco ding,” US patent No. 10989517. ","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 68"},"pxc-s-cv-069":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 69","id":"pxc-s-cv-069","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Enhancing imaging by multicore fiber endoscopes\" and lists US11061185. Bibliographic entry snapshot: A. Shahmoon and Z. Zalevsky, “Enhancing imaging by multicore fiber e ndoscopes,” US patent No. 11061185. ","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 69"},"pxc-s-cv-070":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 70","id":"pxc-s-cv-070","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for use in remote sensing\" and lists US11085753. Bibliographic entry snapshot: Z. Zalevsky and H. Goldenfeld, “System and m ethod for use in r emote sen sing,” US patent No. 11085753. ","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 70"},"pxc-s-cv-071":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 71","id":"pxc-s-cv-071","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Photodetector for scanning probe microscope\" and lists US11169176. Bibliographic entry snapshot: Z. Zalevsky, A. Chelly and A. Karsenty, “Photodetector for scanning probe microscope,” US patent No. 11169176. ","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 71"},"pxc-s-cv-072":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 72","id":"pxc-s-cv-072","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for monitoring a sample\" and lists US11202040. Bibliographic entry snapshot: Z. Zalevsky, R. Califa, M. Golberg, Z. Markman, M. Shegei and Y. Beiderman, “System and method for monitoring a sample,” US patent No. 11202040;","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 72"},"pxc-s-cv-073":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 73","id":"pxc-s-cv-073","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Spatial encoding system decoding system imaging system and methods thereof\" and lists US11284786. Bibliographic entry snapshot: Z. Zalevsky, O. Wagner and A. Shahmoon, “Spatial encoding system decoding system imaging system and methods thereof,” US patent No. 11284786;","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 73"},"pxc-s-cv-074":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 74","id":"pxc-s-cv-074","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"System and method for improved monitoring of a sample\" and lists US11406294. Bibliographic entry snapshot: Z. Zalevsky, J. Garcia and N. Ozana, “System and method for improved m onitoring of a sa mple,” US patent No. 11406294.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 74"},"pxc-s-cv-075":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 75","id":"pxc-s-cv-075","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"Plasma dispersion effect based super-resolved imaging in silicon\" and lists US11506604. Bibliographic entry snapshot: Z. Zalevsky, M. Sinvani, M. Danino, H. Pinhas and O. Wagner, “Plasma dispersion effect based super - resolved imaging in silicon,” US patent No. 11506604.","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 75"},"pxc-s-cv-076":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 94, Issued Patents, numbered item 76","id":"pxc-s-cv-076","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The CV entry credits Z. Zalevsky among the inventors for \"A system and method for depth flow inspection\" and lists EP3790450B1. Bibliographic entry snapshot: Z. Zalevsky, S. Polan i, M. Golberg and R. Califa, \"A sy stem and method for depth flow inspection ,” European patent No. EP3790450B1;","origin_group":"zeev-zalevsky-cv-2023-03","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky March 2023 CV: patent entry 76"},"pxc-s-ilan-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"About and Publications","id":"pxc-s-ilan-bio","location":"https://ilanrcohen.netlify.app/","observed":"The page identifies Ilan Reuven Cohen, Bar-Ilan engineering, online algorithms, stochastic optimization and algorithmic game theory. No numbered inventor-patent entry was located in the inspected page.","origin_group":"firstparty-pxc-s-ilan-bio","publication_date":null,"publisher":"Ilan Reuven Cohen","title":"Ilan Reuven Cohen first-party profile"},"pxc-s-izack-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"Biography and page contents","id":"pxc-s-izack-bio","location":"https://izackcohen.com/","observed":"Izack Cohen identifies himself as a Bar-Ilan engineering researcher with Technion education and ComPair entrepreneurship. No numbered inventor-patent entry was located in the inspected homepage.","origin_group":"firstparty-pxc-s-izack-bio","publication_date":null,"publisher":"Izack Cohen","title":"Izack Cohen first-party profile"},"pxc-s-leshem-cv":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"PDF page 21, Patents entries 1-4","id":"pxc-s-leshem-cv","location":"https://sites.biu.ac.il/en/node/9571","observed":"Page 21 lists Leshem with US7636406, US7609789, US20110142181 and a purported US20090257581 citation. The latter number conflicts with the inspected patent record and is not accepted as a Leshem addition.","origin_group":"firstparty-pxc-s-leshem-cv","publication_date":null,"publisher":"Bar-Ilan University","title":"Amir Leshem CV patent section"},"pxc-s-medina-index":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"Patents/Technical Reports/Unpublished Papers, entries 1-2","id":"pxc-s-medina-index","location":"https://sites.google.com/view/motimedina/technical-reportsunpublished-papers","observed":"Patent entries 1 and 2 identify Moti Medina and explicitly Mordechai (Moti) Medina, listing US10411720 (2019-09-10) and US11520370 (2022-12-06) with clock synchronization and voltage-droop delay-circuit titles.","origin_group":"firstparty-pxc-s-medina-index","publication_date":null,"publisher":"Moti Medina","title":"Moti Medina patent list"},"pxc-s-mor-index":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"Patents entry","id":"pxc-s-mor-index","location":"https://sites.biu.ac.il/mor-weiss/page/3153","observed":"The first-party page lists the complex format-preserving encryption invention by Mor Weiss and Boris Rozenberg, issued 2017-04-25; this is the already-preserved US9634838B2 baseline invention.","origin_group":"firstparty-pxc-s-mor-index","publication_date":null,"publisher":"Bar-Ilan University","title":"Mor Weiss patents and prizes"},"pxc-s-noam-index":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"Patents, both listed inventions","id":"pxc-s-noam-index","location":"https://www.eng.biu.ac.il/noamya/patents/","observed":"The inventor page lists a MIMO spatial-degrees-of-freedom invention with Andrea Goldsmith and a cell-type identification/microarray invention with Neta Zuckerman, Andrea Goldsmith and Peter Lee.","origin_group":"firstparty-pxc-s-noam-index","publication_date":null,"publisher":"Bar-Ilan University","title":"Yair Noam patent list"},"pxc-s-tamar-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"Research and identity fields","id":"pxc-s-tamar-bio","location":"https://engineering.biu.ac.il/en/node/11052","observed":"The faculty profile identifies Tamar Goldzak Mizrahi and computational materials, electronic structure, quantum mechanics, theoretical chemistry and light-matter interactions. It is not an inventor-patent inventory.","origin_group":"firstparty-pxc-s-tamar-bio","publication_date":null,"publisher":"Bar-Ilan University","title":"Tamar Goldzak Mizrahi faculty profile"},"pxc-s-yavits-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"Welcome biography, paragraphs 1-2","id":"pxc-s-yavits-bio","location":"https://sites.biu.ac.il/en/computer-architecture-development-group","observed":"Leonid Yavits identifies himself as Bar-Ilan engineering faculty, a Technion graduate and VisionTech cofounder. VisionTech developed digital-TV ASICs and was acquired by Broadcom in 2001.","origin_group":"firstparty-pxc-s-yavits-bio","publication_date":null,"publisher":"Bar-Ilan University","title":"Leonid Yavits biography"},"pxc-s-yoli-biu":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"Announcement heading and body","id":"pxc-s-yoli-biu","location":"https://engineering.biu.ac.il/node/14051","observed":"The university announcement names Yoli Shavit and a new deep-learning laboratory with complex-data, generalization, uncertainty and multimodal research scope.","origin_group":"firstparty-pxc-s-yoli-biu","publication_date":null,"publisher":"Bar-Ilan University","title":"Yoli Shavit deep-learning laboratory announcement"},"pxc-s-yoli-nvidia":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"Name, Affiliation and Contributions fields","id":"pxc-s-yoli-nvidia","location":"https://conf.researchr.org/profile/ase-2024/yolishavit","observed":"The conference profile names Yoli Shavit, NVIDIA, and the contribution SemantiLog: Log-based Anomaly Detection with Semantic Similarity.","origin_group":"firstparty-pxc-s-yoli-nvidia","publication_date":null,"publisher":"ASE 2024 conference","title":"Yoli Shavit ASE 2024 profile"},"pxc-s-zaidel-bio":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The inventor or university is directly placed to identify the researcher and self-reported outputs.","score":3},"method":{"rationale":"Transparent named entries support bounded attribution; self-report is selective and can contain bibliographic errors.","score":2},"provenance":{"rationale":"First-party inventor or institutional record with identifiable author and stable location.","score":3}},"evidence_locator":"About Me; Research output types","id":"pxc-s-zaidel-bio","location":"https://cris.biu.ac.il/en/persons/benjamin-m-zaidel/","observed":"The profile identifies Benjamin M. Zaidel, communications research, government research laboratories, NTNU and Bar-Ilan. Its displayed output categories do not establish a complete inventor-patent portfolio.","origin_group":"firstparty-pxc-s-zaidel-bio","publication_date":null,"publisher":"Bar-Ilan University","title":"Benjamin M. Zaidel institutional profile"},"pxe-s-aalst":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct description of a specialist's role and research.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence, not an empirical study.","score":2},"provenance":{"rationale":"First-party academic page on an RWTH subdomain.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s03.","id":"pxe-s-aalst","location":"https://www.vdaalst.rwth-aachen.de/","observed":"The page identifies van der Aalst as RWTH professor leading Process and Data Science and describes process mining, conformance, workflow and data-science expertise.","origin_group":"rwth-vdaalst-home","publication_date":null,"publisher":"Wil van der Aalst / RWTH Aachen University","title":"Homepage Wil van der Aalst"},"pxe-s-acemoglu":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-acemoglu","location":"https://economics.mit.edu/people/faculty/daron-acemoglu","observed":"The official or institution-linked page identifies Daron Acemoglu at Massachusetts Institute of Technology and describes technology and labor, economic networks, inequality.","origin_group":"economics.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"Daron Acemoglu — official research profile"},"pxe-s-aizenberg":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party program description.","score":2},"provenance":{"rationale":"Official Harvard lab site.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s15.","id":"pxe-s-aizenberg","location":"https://aizenberglab.seas.harvard.edu/people/joanna-aizenberg","observed":"The official lab profile describes biomimetics, surface chemistry, nanofabrication and adaptive materials.","origin_group":"harvard-aizenberg-lab","publication_date":null,"publisher":"Harvard University","title":"Joanna Aizenberg"},"pxe-s-atature":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university quantum initiative page.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s27.","id":"pxe-s-atature","location":"https://www.quantum.cam.ac.uk/mete-atature","observed":"The Cambridge profile describes spin-photon interfaces, nanoscale quantum sensors and novel quantum materials or devices.","origin_group":"cambridge-quantum-atature","publication_date":null,"publisher":"University of Cambridge","title":"Mete Atatüre"},"pxe-s-athey":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-athey","location":"https://www.gsb.stanford.edu/faculty-research/faculty/susan-athey","observed":"The official or institution-linked page identifies Susan Athey at Stanford University and describes causal inference and machine learning, adaptive experiments, economics of digitization.","origin_group":"www.gsb.stanford.edu","publication_date":null,"publisher":"Stanford University","title":"Susan Athey — official research profile"},"pxe-s-atwater":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s20.","id":"pxe-s-atwater","location":"https://atwater.caltech.edu/team-member/harry-atwater","observed":"Atwater works on metasurfaces, two-dimensional materials, quantum nanophotonics, and light-matter interactions.","origin_group":"caltech-atwater","publication_date":null,"publisher":"California Institute of Technology","title":"Harry Atwater"},"pxe-s-autor":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-autor","location":"https://economics.mit.edu/people/faculty/david-h-autor","observed":"The official or institution-linked page identifies David H. Autor at Massachusetts Institute of Technology and describes labor economics, skill demand, technological change.","origin_group":"economics.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"David H. Autor — official research profile"},"pxe-s-berkeley-directory":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-berkeley-directory","location":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","observed":"Berkeley faculty directory lists Nikolic (digital VLSI), Shao (architecture), Muller (circuits/biosystems), Nuzzo (cyber-physical design/security), Sangiovanni-Vincentelli (embedded design/control), Wu (silicon photonics/sensing), Nguyen (MEMS/timing/RF), Chien (biosensors/microfluidics/circuits), Shekhar (genomics/neuroscience) and Javey (low-power/flexible sensors).","origin_group":"berkeley-research-faculty-expertise","publication_date":null,"publisher":"University of California, Berkeley","title":"UC Berkeley faculty expertise directory"},"pxe-s-bertsimas":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s37.","id":"pxe-s-bertsimas","location":"https://mitsloan.mit.edu/faculty/directory/dimitris-bertsimas","observed":"Bertsimas works on optimization, machine learning, and analytics with applications including health and transportation.","origin_group":"mit-bertsimas","publication_date":null,"publisher":"MIT Sloan School of Management","title":"Dimitris Bertsimas"},"pxe-s-boas":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s44.","id":"pxe-s-boas","location":"https://www.bu.edu/eng/profile/david-boas-ph-d/","observed":"The official profile describes Boas's neurophotonics, fNIRS, biomedical optics and neurovascular-coupling work.","origin_group":"bu-david-boas","publication_date":null,"publisher":"Boston University","title":"David Boas, PhD"},"pxe-s-boneh":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-boneh","location":"https://crypto.stanford.edu/~dabo/","observed":"The official or institution-linked page identifies Dan Boneh at Stanford University and describes applied cryptography, computer security.","origin_group":"crypto.stanford.edu","publication_date":null,"publisher":"Stanford University","title":"Dan Boneh — official research profile"},"pxe-s-boyden":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-boyden","location":"https://mcgovern.mit.edu/profile/ed-boyden/","observed":"The official or institution-linked page identifies Ed Boyden at Massachusetts Institute of Technology and describes optogenetics, expansion microscopy, multiplexed cellular imaging.","origin_group":"mcgovern.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"Ed Boyden — official research profile"},"pxe-s-brakerski":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-brakerski","location":"https://zvikab.bitbucket.io/","observed":"The official or institution-linked page identifies Zvika Brakerski at Weizmann Institute of Science and describes fully homomorphic encryption, quantum cryptography, quantum error mitigation.","origin_group":"zvikab.bitbucket.io","publication_date":null,"publisher":"Weizmann Institute of Science","title":"Zvika Brakerski — official research profile"},"pxe-s-bronstein":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s25.","id":"pxe-s-bronstein","location":"https://www.cs.ox.ac.uk/people/michael.bronstein/","observed":"Bronstein is the DeepMind Professor of AI at Oxford and works on geometric deep learning, graph neural networks, and protein design.","origin_group":"oxford-bronstein","publication_date":null,"publisher":"University of Oxford","title":"Michael Bronstein"},"pxe-s-brynjolfsson":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official Stanford research-center page.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s24.","id":"pxe-s-brynjolfsson","location":"https://digitaleconomy.stanford.edu/person/erik-brynjolfsson/","observed":"The Stanford profile describes Brynjolfsson's work on AI, productivity, work and digital-economy transformation.","origin_group":"stanford-digital-economy-lab","publication_date":null,"publisher":"Stanford Digital Economy Lab","title":"Erik Brynjolfsson"},"pxe-s-calderbank":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-calderbank","location":"https://ece.duke.edu/people/robert-calderbank/","observed":"The official or institution-linked page identifies Robert Calderbank at Duke University and describes space-time coding, quantum error correction, information science.","origin_group":"ece.duke.edu","publication_date":null,"publisher":"Duke University","title":"Robert Calderbank — official research profile"},"pxe-s-carley":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s17.","id":"pxe-s-carley","location":"https://www.cmu.edu/casos-center/people/carley.html","observed":"Carley leads work in dynamic network analysis and social cybersecurity, including analysis of online behavior and coordinated activity.","origin_group":"cmu-kathleen-carley","publication_date":null,"publisher":"Carnegie Mellon University CASOS Center","title":"Kathleen M. Carley"},"pxe-s-ceder":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-ceder","location":"https://ceder.berkeley.edu/","observed":"The official or institution-linked page identifies Gerbrand Ceder at University of California, Berkeley and describes computational materials design, thermodynamics and diffusion, energy-storage materials.","origin_group":"ceder.berkeley.edu","publication_date":null,"publisher":"University of California, Berkeley","title":"Gerbrand Ceder — official research profile"},"pxe-s-chen":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s14.","id":"pxe-s-chen","location":"https://www.broadinstitute.org/bios/fei-chen","observed":"Chen develops spatial genomics and microscopy methods, including Slide-seq and in-situ genome sequencing.","origin_group":"broad-fei-chen","publication_date":null,"publisher":"Broad Institute","title":"Fei Chen"},"pxe-s-devadas":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-devadas","location":"https://people.csail.mit.edu/devadas/","observed":"The official or institution-linked page identifies Srini Devadas at Massachusetts Institute of Technology and describes secure computer architecture, homomorphic-encryption accelerators, zero-knowledge-proof acceleration.","origin_group":"people.csail.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"Srini Devadas — official research profile"},"pxe-s-dodis":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-dodis","location":"https://cs.nyu.edu/~dodis/","observed":"The official or institution-linked page identifies Yevgeniy Dodis at New York University and describes leakage-resilient cryptography, randomness extraction, information-theoretic cryptography.","origin_group":"cs.nyu.edu","publication_date":null,"publisher":"New York University","title":"Yevgeniy Dodis — official research profile"},"pxe-s-dudley":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"Institutional summary.","score":2},"provenance":{"rationale":"Official research-institute page.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s36.","id":"pxe-s-dudley","location":"https://www.femto-st.fr/en/The-institute/news/john-dudley-appointed-senior-member-institut-universitaire-de-france","observed":"The institutional profile describes Dudley's nonlinear and ultrafast optics work and research involving AI methods for optical systems.","origin_group":"femto-st-john-dudley","publication_date":null,"publisher":"FEMTO-ST","title":"John Dudley appointed senior member of the Institut Universitaire de France"},"pxe-s-erkip":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-erkip","location":"https://engineering.nyu.edu/faculty/elza-erkip","observed":"The official or institution-linked page identifies Elza Erkip at New York University and describes information theory, communication theory, wireless communications.","origin_group":"engineering.nyu.edu","publication_date":null,"publisher":"New York University","title":"Elza Erkip — official research profile"},"pxe-s-gal":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s29.","id":"pxe-s-gal","location":"https://oatml.cs.ox.ac.uk/members/yarin/","observed":"Gal’s group profile describes Bayesian deep learning, model uncertainty, robustness, and AI safety.","origin_group":"oxford-yarin-gal","publication_date":null,"publisher":"University of Oxford OATML","title":"Yarin Gal"},"pxe-s-galli":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-galli","location":"https://galligroup.uchicago.edu/People/galli.php","observed":"The official or institution-linked page identifies Giulia Galli at The University of Chicago and Argonne National Laboratory and describes first-principles materials simulation, electronic structure, sustainable-energy and quantum materials.","origin_group":"galligroup.uchicago.edu","publication_date":null,"publisher":"The University of Chicago and Argonne National Laboratory","title":"Giulia Galli — official research profile"},"pxe-s-giustino":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional statement of relevant specialization.","score":3},"method":{"rationale":"Candidate-fit evidence rather than project validation.","score":2},"provenance":{"rationale":"Official university faculty directory.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s38.","id":"pxe-s-giustino","location":"https://physics.utexas.edu/directory/feliciano-giustino","observed":"The official profile describes Giustino's work on electronic structure, electron-phonon interactions, high-performance computing and quantum-materials engineering.","origin_group":"utexas-giustino-profile","publication_date":null,"publisher":"The University of Texas at Austin Department of Physics","title":"Feliciano Giustino"},"pxe-s-gladyshev":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party lab research description.","score":3},"method":{"rationale":"Detailed program description without independent evaluation.","score":2},"provenance":{"rationale":"Official Harvard Medical School page.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s07.","id":"pxe-s-gladyshev","location":"https://ogephd.hms.harvard.edu/people/vadim-gladyshev","observed":"The profile describes comparative longevity signatures, intervention screens, machine learning and single-cell aging clocks.","origin_group":"harvard-gladyshev","publication_date":null,"publisher":"Harvard Medical School","title":"Vadim Gladyshev"},"pxe-s-goldsmith":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct professional biography with named research areas.","score":3},"method":{"rationale":"Institutional profile rather than a technical paper.","score":2},"provenance":{"rationale":"Current official university profile.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s21,c-s07.","id":"pxe-s-goldsmith","location":"https://www.stonybrook.edu/pres/about/bio.html","observed":"The current official profile identifies Goldsmith as Stony Brook University's president and describes her research in information, communication and control theory, signal processing and wireless systems.","origin_group":"stony-brook-andrea-goldsmith","publication_date":null,"publisher":"Stony Brook University","title":"President Andrea Goldsmith"},"pxe-s-goldwasser":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional account of a directly relevant specialist.","score":3},"method":{"rationale":"Profile evidence supports candidate fit, not the project outcome.","score":2},"provenance":{"rationale":"Official MIT faculty profile.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s30.","id":"pxe-s-goldwasser","location":"https://www.csail.mit.edu/person/shafi-goldwasser","observed":"MIT identifies Goldwasser as a professor associated with its cryptography and information-security group and describes her cryptography and complexity work.","origin_group":"mit-goldwasser-profile","publication_date":null,"publisher":"MIT Computer Science and Artificial Intelligence Laboratory","title":"Shafi Goldwasser"},"pxe-s-grey":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-grey","location":"https://www.ch.cam.ac.uk/person/cpg27","observed":"The official or institution-linked page identifies Clare Grey at University of Cambridge and describes solid-state NMR, ionic conduction, operando battery characterization.","origin_group":"www.ch.cam.ac.uk","publication_date":null,"publisher":"University of Cambridge","title":"Clare Grey — official research profile"},"pxe-s-haeupler":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s10.","id":"pxe-s-haeupler","location":"https://people.inf.ethz.ch/haeuplb/","observed":"Haeupler describes current work on algorithms, coding, distributed systems and communication, including reliable interactive computation.","origin_group":"eth-haeupler","publication_date":null,"publisher":"ETH Zurich","title":"Bernhard Haeupler"},"pxe-s-hammond":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s07.","id":"pxe-s-hammond","location":"https://ki.mit.edu/people/faculty/paula-hammond","observed":"Hammond develops layer-by-layer polymer systems for staged and tunable nanoparticle drug delivery.","origin_group":"mit-paula-hammond","publication_date":null,"publisher":"MIT Koch Institute","title":"Paula Hammond"},"pxe-s-he":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party summary.","score":2},"provenance":{"rationale":"Official university laboratory page.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s30.","id":"pxe-s-he","location":"https://www.cmu.edu/bme/helab/People/faculty/bhe.html","observed":"The official profile describes non-invasive BCI, electrophysiological neuroimaging and neuromodulation.","origin_group":"cmu-bin-he","publication_date":null,"publisher":"Carnegie Mellon University","title":"Bin He"},"pxe-s-ingber":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-ingber","location":"https://wyss.harvard.edu/team/core-faculty/donald-ingber/","observed":"The official or institution-linked page identifies Donald E. Ingber at Harvard University and describes organ chips, mechanobiology, anticoagulant device surfaces.","origin_group":"wyss.harvard.edu","publication_date":null,"publisher":"Harvard University","title":"Donald E. Ingber — official research profile"},"pxe-s-jackson":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-jackson","location":"https://web.stanford.edu/~jacksonm/","observed":"The official or institution-linked page identifies Matthew O. Jackson at Stanford University and describes network science and economics, economic modelling.","origin_group":"web.stanford.edu","publication_date":null,"publisher":"Stanford University","title":"Matthew O. Jackson — official research profile"},"pxe-s-jurafsky":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-jurafsky","location":"https://web.stanford.edu/~jurafsky/","observed":"The official or institution-linked page identifies Dan Jurafsky at Stanford University and describes natural-language processing, language and society, semantic alignment.","origin_group":"web.stanford.edu","publication_date":null,"publisher":"Stanford University","title":"Dan Jurafsky — official research profile"},"pxe-s-kalai":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-kalai","location":"https://www.csail.mit.edu/person/yael-kalai","observed":"The official or institution-linked page identifies Yael Kalai at Massachusetts Institute of Technology and describes zero-knowledge proofs, verification of computation, fault-tolerant interactive protocols.","origin_group":"www.csail.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"Yael Kalai — official research profile"},"pxe-s-langer":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-langer","location":"https://ki.mit.edu/people/faculty/robert-langer","observed":"The official or institution-linked page identifies Robert S. Langer at Massachusetts Institute of Technology and describes controlled drug delivery, polymer and lipid materials, tissue engineering.","origin_group":"ki.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"Robert S. Langer — official research profile"},"pxe-s-lapata":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s47.","id":"pxe-s-lapata","location":"https://www.research.ed.ac.uk/en/persons/mirella-lapata/","observed":"Lapata is a professor of NLP working on probabilistic learning, long-context understanding and generation, reasoning, and extraction of semantics from large text collections.","origin_group":"edinburgh-mirella-lapata","publication_date":null,"publisher":"University of Edinburgh","title":"Mirella Lapata"},"pxe-s-lewis":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-lewis","location":"https://wyss.harvard.edu/team/core-faculty/jennifer-lewis/","observed":"The official or institution-linked page identifies Jennifer A. Lewis at Harvard University and describes functional inks, multi-material three-dimensional printing, vascularized tissue engineering.","origin_group":"wyss.harvard.edu","publication_date":null,"publisher":"Harvard University","title":"Jennifer A. Lewis — official research profile"},"pxe-s-lipson":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct publication record for the candidate lab.","score":3},"method":{"rationale":"Bibliographic list rather than full profile review.","score":2},"provenance":{"rationale":"Official Columbia research-group site.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s40.","id":"pxe-s-lipson","location":"https://lipson.ee.columbia.edu/","observed":"The Columbia group homepage names Professor Michal Lipson and describes light-confining nanophotonics, modulation, nonlinear phenomena and multi-material platforms.","origin_group":"columbia-lipson-group","publication_date":null,"publisher":"Columbia University","title":"Publications - Lipson Nanophotonics Group"},"pxe-s-loncar":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional description of directly relevant photonics expertise.","score":3},"method":{"rationale":"Profile evidence supports candidate fit but not the proposed system outcome.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s41.","id":"pxe-s-loncar","location":"https://seas.harvard.edu/person/marko-loncar","observed":"Harvard identifies Loncar as an electrical-engineering professor leading nanoscale optics research with a quantum-engineering focus.","origin_group":"harvard-loncar-profile","publication_date":null,"publisher":"Harvard John A. Paulson School of Engineering and Applied Sciences","title":"Marko Loncar"},"pxe-s-lysyanskaya":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-lysyanskaya","location":"https://cs.brown.edu/people/alysyans/","observed":"The official or institution-linked page identifies Anna Lysyanskaya at Brown University and describes privacy-enhancing cryptography, cryptographic foundations.","origin_group":"cs.brown.edu","publication_date":null,"publisher":"Brown University","title":"Anna Lysyanskaya — official research profile"},"pxe-s-manning":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-manning","location":"https://nlp.stanford.edu/~manning/","observed":"The official or institution-linked page identifies Christopher Manning at Stanford University and describes natural-language inference, summarization, information retrieval.","origin_group":"nlp.stanford.edu","publication_date":null,"publisher":"Stanford University","title":"Christopher Manning — official research profile"},"pxe-s-marzari":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-marzari","location":"https://people.epfl.ch/nicola.marzari","observed":"EPFL directory identifies Nicola Marzari as full professor in the Laboratory of Theory and Simulation of Materials; this record supports broad materials-modelling expertise, not a particular defect or transport method.","origin_group":"people.epfl.ch","publication_date":null,"publisher":"EPFL","title":"Nicola Marzari — official research profile"},"pxe-s-medard":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s39.","id":"pxe-s-medard","location":"https://tlo.mit.edu/industry-entrepreneurs/researchers/muriel-medard","observed":"MIT identifies Médard as an information theorist working on network coding and reliable optical and wireless communication, including GRAND decoding.","origin_group":"mit-muriel-medard","publication_date":null,"publisher":"MIT Technology Licensing Office","title":"Muriel Medard"},"pxe-s-micali":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-micali","location":"https://groups.csail.mit.edu/cis/people.html","observed":"The current MIT Cryptography and Information Security Group roster lists Silvio Micali as core faculty, professor post-tenure. His institution-hosted homepage is linked from the inspected directory; bounded capability is cryptography and secure protocols, with no specific new primitive asserted.","origin_group":"people.csail.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"Silvio Micali — official research profile"},"pxe-s-mitchell":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional profile of the proposed specialist.","score":3},"method":{"rationale":"Profile evidence establishes fit, not project feasibility.","score":2},"provenance":{"rationale":"Official research-institute directory.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s19.","id":"pxe-s-mitchell","location":"https://www.icfo.eu/about-icfo/people/directory/?id=11","observed":"ICFO describes Mitchell's atomic quantum-optics work, including quantum sensing and ultra-low-field magnetic-resonance methods.","origin_group":"icfo-mitchell-profile","publication_date":null,"publisher":"ICFO - The Institute of Photonic Sciences","title":"Morgan W. Mitchell"},"pxe-s-mitragotri":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-mitragotri","location":"https://wyss.harvard.edu/team/core-faculty/samir-mitragotri/","observed":"The official or institution-linked page identifies Samir Mitragotri at Harvard University and describes drug delivery, biological barriers, cell-associated therapeutic carriers.","origin_group":"wyss.harvard.edu","publication_date":null,"publisher":"Harvard University","title":"Samir Mitragotri — official research profile"},"pxe-s-mitzenmacher":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional statement of appointment and research areas.","score":3},"method":{"rationale":"Profile evidence is suitable for candidate fit, not performance claims.","score":2},"provenance":{"rationale":"Official Harvard faculty profile.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s05.","id":"pxe-s-mitzenmacher","location":"https://seas.harvard.edu/person/michael-mitzenmacher","observed":"Harvard identifies Mitzenmacher as a computer-science professor with research classifications spanning algorithms, theory, systems, machine learning and data science.","origin_group":"harvard-mitzenmacher-profile","publication_date":null,"publisher":"Harvard John A. Paulson School of Engineering and Applied Sciences","title":"Michael D. Mitzenmacher"},"pxe-s-montanari":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-montanari","location":"https://web.stanford.edu/~montanar/","observed":"The official or institution-linked page identifies Andrea Montanari at Stanford University and describes high-dimensional statistics, posterior sampling, learning generalization.","origin_group":"web.stanford.edu","publication_date":null,"publisher":"Stanford University","title":"Andrea Montanari — official research profile"},"pxe-s-mooney":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-mooney","location":"https://wyss.harvard.edu/team/core-faculty/david-mooney/","observed":"The official or institution-linked page identifies David J. Mooney at Harvard University and describes cell-responsive biomaterials, mechanobiology, tissue engineering.","origin_group":"wyss.harvard.edu","publication_date":null,"publisher":"Harvard University","title":"David J. Mooney — official research profile"},"pxe-s-mutlu":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s43,c-s11.","id":"pxe-s-mutlu","location":"https://people.inf.ethz.ch/omutlu/","observed":"Mutlu’s profile describes research on energy-efficient memory systems, computing architectures, and hardware security.","origin_group":"eth-onur-mutlu","publication_date":null,"publisher":"ETH Zurich","title":"Onur Mutlu"},"pxe-s-ozcan":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional statement of directly relevant expertise.","score":3},"method":{"rationale":"Appropriate for candidate fit, not validation of the proposed project.","score":2},"provenance":{"rationale":"Official UCLA faculty profile.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s22.","id":"pxe-s-ozcan","location":"https://samueli.ucla.edu/people/aydogan-ozcan/","observed":"UCLA identifies Ozcan as an electrical-engineering and bioengineering professor working on computational imaging, microscopy, biosensing and mobile-health technologies.","origin_group":"ucla-ozcan-profile","publication_date":null,"publisher":"UCLA Samueli School of Engineering","title":"Aydogan Ozcan"},"pxe-s-pachter":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-pachter","location":"https://www.bbe.caltech.edu/people/lior-s-pachter","observed":"The official or institution-linked page identifies Lior S. Pachter at California Institute of Technology and describes single-cell sequencing, RNA biology, high-dimensional genomics analysis.","origin_group":"www.bbe.caltech.edu","publication_date":null,"publisher":"California Institute of Technology","title":"Lior S. Pachter — official research profile"},"pxe-s-persson":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-persson","location":"https://perssongroup.lbl.gov/","observed":"The official or institution-linked page identifies Kristin Persson at Lawrence Berkeley National Laboratory and describes atomistic materials modelling, electrolyte discovery, high-throughput materials computation.","origin_group":"perssongroup.lbl.gov","publication_date":null,"publisher":"Lawrence Berkeley National Laboratory","title":"Kristin Persson — official research profile"},"pxe-s-piech":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty and program description.","score":3},"method":{"rationale":"Institutional narrative with concrete roles.","score":2},"provenance":{"rationale":"Official Stanford profile.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s18.","id":"pxe-s-piech","location":"https://ed.stanford.edu/about/community/christopher-piech","observed":"The Stanford profile identifies Piech as a computer-science and education faculty member who studies learning and co-created a large coding-learning platform.","origin_group":"stanford-chris-piech","publication_date":null,"publisher":"Stanford University","title":"Chris Piech"},"pxe-s-powell":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s32.","id":"pxe-s-powell","location":"https://dof.princeton.edu/people/warren-buckler-powell","observed":"Powell’s profile describes work on sequential decision analytics and optimization under uncertainty.","origin_group":"princeton-powell","publication_date":null,"publisher":"Princeton University","title":"Warren Buckler Powell"},"pxe-s-quake":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-quake","location":"https://profiles.stanford.edu/stephen-quake","observed":"The official or institution-linked page identifies Stephen Quake at Stanford University and describes microfluidic single-cell analysis, DNA sequencing, biological measurement.","origin_group":"profiles.stanford.edu","publication_date":null,"publisher":"Stanford University","title":"Stephen Quake — official research profile"},"pxe-s-rabaey":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Current institutional expertise listing for the named researcher.","score":3},"method":{"rationale":"Direct directory record with concise topic labels.","score":2},"provenance":{"rationale":"Official university research directory.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s04.","id":"pxe-s-rabaey","location":"https://vcresearch.berkeley.edu/faculty-expertise?kw=integrated+circuits","observed":"The current official faculty-expertise directory lists Jan M. Rabaey in EECS with sensor networks, integrated circuits, integrated wireless systems, low-power system design and biomedical interfaces.","origin_group":"berkeley-research-faculty-expertise","publication_date":null,"publisher":"University of California, Berkeley","title":"Faculty Expertise - Research UC Berkeley"},"pxe-s-rivest":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-rivest","location":"https://people.csail.mit.edu/rivest/","observed":"The official or institution-linked page identifies Ronald L. Rivest at Massachusetts Institute of Technology and describes cryptography, computer and network security, voting security.","origin_group":"people.csail.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"Ronald L. Rivest — official research profile"},"pxe-s-roth":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional summary of a leading specialist's current role and field.","score":3},"method":{"rationale":"Profile evidence is adequate for candidate fit only.","score":2},"provenance":{"rationale":"Official university biography.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s26.","id":"pxe-s-roth","location":"https://www.economics.harvard.edu/people/alvin-roth","observed":"The biography identifies Roth's current Stanford affiliation and research in market design, game theory and experimental economics.","origin_group":"harvard-roth-profile","publication_date":null,"publisher":"Harvard University Department of Economics","title":"Alvin E. Roth"},"pxe-s-rupp":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist and research-program description.","score":3},"method":{"rationale":"Institutional profile narrative with specific research areas.","score":2},"provenance":{"rationale":"Official current university page.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s33.","id":"pxe-s-rupp","location":"https://www.nat.tum.de/nat/aktuelles/chemie/article/prof-rupp-als-mitglied-der-leopoldina-aufgenommen/","observed":"The official TUM page identifies Jennifer Rupp as chair of solid-state electrolyte chemistry and describes ceramic and glass processing, solid-state materials, energy and information devices, and device prototypes.","origin_group":"tum-jennifer-rupp","publication_date":null,"publisher":"Technical University of Munich","title":"Prof. Rupp admitted as a member of the Leopoldina"},"pxe-s-satija":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-satija","location":"https://satijalab.org/","observed":"The official or institution-linked page identifies Rahul Satija at New York Genome Center and New York University and describes single-cell genomics, multimodal integration, cell-type annotation.","origin_group":"satijalab.org","publication_date":null,"publisher":"New York Genome Center and New York University","title":"Rahul Satija — official research profile"},"pxe-s-schmidt":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist biography.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s11.","id":"pxe-s-schmidt","location":"https://bme.ufl.edu/people/faculty/name/christine-schmidt/","observed":"The official profile describes neural regeneration and conductive or natural biomaterials for tissue repair.","origin_group":"ufl-christine-schmidt","publication_date":null,"publisher":"University of Florida","title":"Christine Schmidt - Biomedical Engineering"},"pxe-s-shaohorn":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-shaohorn","location":"https://chemistry.mit.edu/profile/yang-shao-horn/","observed":"The official or institution-linked page identifies Yang Shao-Horn at Massachusetts Institute of Technology and describes electrochemical interfaces, reaction kinetics, energy-storage materials.","origin_group":"chemistry.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"Yang Shao-Horn — official research profile"},"pxe-s-teichmann":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s23.","id":"pxe-s-teichmann","location":"https://www.stemcells.cam.ac.uk/people/sarah-teichmann","observed":"Teichmann leads cell-atlas research on human tissue architecture, cellular diversity, development, and the immune system.","origin_group":"cambridge-teichmann","publication_date":null,"publisher":"University of Cambridge Stem Cell Institute","title":"Sarah Teichmann"},"pxe-s-tse":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-tse","location":"https://tselab.stanford.edu/","observed":"Stanford lab identifies David Tse as principal investigator. It describes first-principles information research now applied to blockchains, with previous applications to machine learning, genomics, wireless communication and renewable energy.","origin_group":"tselab.stanford.edu","publication_date":null,"publisher":"Stanford University","title":"David Tse — official research profile"},"pxe-s-uhler":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional statement of relevant methods and applications.","score":3},"method":{"rationale":"Profile evidence is appropriate for external matching only.","score":2},"provenance":{"rationale":"Official MIT program profile.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s33.","id":"pxe-s-uhler","location":"https://jclinic.mit.edu/team-member/caroline-uhler/","observed":"MIT identifies Uhler as a professor working across machine learning, statistics and computational biology, including causal inference, generative modelling and genomics.","origin_group":"mit-uhler-profile","publication_date":null,"publisher":"MIT Jameel Clinic","title":"Caroline Uhler"},"pxe-s-vaikuntanathan":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-vaikuntanathan","location":"https://people.csail.mit.edu/vinodv/","observed":"The MIT-hosted biography identifies Vinod Vaikuntanathan as an MIT EECS professor, CSAIL principal investigator, and chief cryptographer at Duality. Only this biography excerpt was retained in this run; finer-grained encryption-method claims require source review.","origin_group":"people.csail.mit.edu","publication_date":null,"publisher":"Massachusetts Institute of Technology","title":"Vinod Vaikuntanathan — official research profile"},"pxe-s-vollmer":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-vollmer","location":"https://www.mpip-mainz.mpg.de/en/butt/groups/vollmer","observed":"The official or institution-linked page identifies Doris Vollmer at Max Planck Institute for Polymer Research and describes wetting and adhesion, stable self-cleaning coatings, surface characterization.","origin_group":"www.mpip-mainz.mpg.de","publication_date":null,"publisher":"Max Planck Institute for Polymer Research","title":"Doris Vollmer — official research profile"},"pxe-s-vuckovic":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record b-s03.","id":"pxe-s-vuckovic","location":"https://stanford.edu/~jela/","observed":"Vuckovic describes work in integrated quantum photonics, cavity QED, quantum networks and sensors, including heterogeneous photonic platforms.","origin_group":"stanford-vuckovic","publication_date":null,"publisher":"Stanford University","title":"Jelena Vuckovic"},"pxe-s-walt":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct specialist profile.","score":3},"method":{"rationale":"First-party research summary.","score":2},"provenance":{"rationale":"Official Harvard institute page.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record a-s49.","id":"pxe-s-walt","location":"https://wyss.harvard.edu/team/core-faculty/david-walt/","observed":"The official profile describes Walt's single-molecule detection, diagnostic technologies and biomarker-assay work.","origin_group":"harvard-wyss-david-walt","publication_date":null,"publisher":"Wyss Institute at Harvard University","title":"David Walt"},"pxe-s-wong":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party record of the named researcher and their own research programme.","score":3},"method":{"rationale":"Suitable to establish a reported role and research scope; no independent efficacy or availability evidence.","score":2},"provenance":{"rationale":"Identifiable official institutional record or lab page linked by the institution.","score":3}},"evidence_locator":"Named faculty entry and research description, inspected via public web extraction or direct HTTPS/BeautifulSoup; only bounded descriptive capability retained.","id":"pxe-s-wong","location":"https://www.matse.psu.edu/directory/tak-sing-wong","observed":"The official or institution-linked page identifies Tak-Sing Wong at The Pennsylvania State University and describes liquid-infused slippery surfaces, interfacial phenomena, micro- and nanomanufacturing.","origin_group":"www.matse.psu.edu","publication_date":null,"publisher":"The Pennsylvania State University","title":"Tak-Sing Wong — official research profile"},"pxe-s-wornell":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional description of a relevant specialist.","score":3},"method":{"rationale":"Fit-for-purpose profile evidence for a proposed match.","score":2},"provenance":{"rationale":"Official MIT research-lab profile.","score":3}},"evidence_locator":"Official profile or group page; affiliation reopened 2026-09-07. Capability observation reuses the previously inspected original record c-s14.","id":"pxe-s-wornell","location":"https://mitibm.mit.edu/people/gregory-wornell/","observed":"MIT identifies Wornell as an EECS professor leading a signals laboratory, with research across signal processing, information theory, statistical inference and architectures for sensing, communication and storage.","origin_group":"mit-wornell-profile","publication_date":null,"publisher":"MIT-IBM Watson AI Lab","title":"Gregory Wornell"},"pxe-subject-a-s01":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile, partly self-reported.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile overview and research fingerprint","id":"pxe-subject-a-s01","location":"https://cris.biu.ac.il/en/persons/adam-teman/","observed":"The institutional profile identifies Teman and connects him to energy-efficient integrated circuits, memories and EnICS.","origin_group":"biu-cris-adam-teman","publication_date":null,"publisher":"Bar-Ilan University","title":"Adam Teman - Bar-Ilan University"},"pxe-subject-a-s05":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile overview and fingerprints","id":"pxe-subject-a-s05","location":"https://cris.biu.ac.il/en/persons/orr-levy/","observed":"The profile identifies Levy and describes biological networks, aging, machine learning, single-cell multi-omics and microbiome research.","origin_group":"biu-cris-orr-levy","publication_date":null,"publisher":"Bar-Ilan University","title":"Orr Levy - Bar-Ilan University"},"pxe-subject-a-s08":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party faculty record.","score":3},"method":{"rationale":"Structured profile and publication links.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile overview and research fingerprint","id":"pxe-subject-a-s08","location":"https://cris.biu.ac.il/en/persons/orit-shefi/","observed":"The institutional profile describes neural engineering, three-dimensional platforms, magnetic cell manipulation and drug delivery.","origin_group":"biu-cris-orit-shefi","publication_date":null,"publisher":"Bar-Ilan University","title":"Orit Shefi - Bar-Ilan University"},"pxe-subject-a-s12":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Detailed faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, education and fingerprints","id":"pxe-subject-a-s12","location":"https://cris.biu.ac.il/en/persons/alexander-tesler/","observed":"The profile identifies Tesler and documents surface science, wetting, nanostructures and anti-fouling research.","origin_group":"biu-cris-alexander-tesler","publication_date":null,"publisher":"Bar-Ilan University","title":"Alexander Tesler - Bar-Ilan University"},"pxe-subject-a-s16":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Strong for identity only; it does not establish professional scope.","score":1},"method":{"rationale":"Very limited profile detail.","score":1},"provenance":{"rationale":"Official university page.","score":3}},"evidence_locator":"lines 16-24","id":"pxe-subject-a-s16","location":"https://engineering.biu.ac.il/node/14324","observed":"The sparse official page identifies Dr. Alexandra Simonovsky and shows an Alexandra.Litinsky email alias; it does not state a teaching or research role.","origin_group":"biu-engineering-simonovsky","publication_date":null,"publisher":"Bar-Ilan University","title":"Alexandra Simonovsky"},"pxe-subject-a-s17":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct event attribution, not a research profile.","score":2},"method":{"rationale":"Specific institutional report.","score":2},"provenance":{"rationale":"Official faculty news page.","score":3}},"evidence_locator":"event description and organizer attribution","id":"pxe-subject-a-s17","location":"https://engineering.biu.ac.il/node/14627","observed":"The institutional news item names Simonovsky as a co-lead of the HackAgents event where teams built AI agents.","origin_group":"biu-engineering-hackagents","publication_date":"2026-05-31","publisher":"Bar-Ilan University","title":"A Faculty of Engineering Team Won First Place at the HackAgents BIU 2026 hackathon"},"pxe-subject-a-s19":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"First-party summary with limited dating.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"faculty title and research interests","id":"pxe-subject-a-s19","location":"https://engineering.biu.ac.il/en/node/349","observed":"The page identifies Professor Emeritus Ephraim Zehavi and lists wireless communications, coding, MIMO tracking and resource allocation.","origin_group":"biu-engineering-zehavi","publication_date":null,"publisher":"Bar-Ilan University","title":"Ephraim Zehavi"},"pxe-subject-a-s22":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured first-party profile.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile and research fingerprint","id":"pxe-subject-a-s22","location":"https://cris.biu.ac.il/en/persons/hila-chalutz-ben-gal/","observed":"The institutional profile describes People Analytics, organizational networks and AI-related workforce research.","origin_group":"biu-cris-chalutz-ben-gal","publication_date":null,"publisher":"Bar-Ilan University","title":"Hila Chalutz-Ben Gal - Bar-Ilan University"},"pxe-subject-a-s25":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile; patent statement lacks record detail.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, research fingerprint and outputs","id":"pxe-subject-a-s25","location":"https://cris.biu.ac.il/en/persons/yossef-efraim-panfil/","observed":"The profile identifies Panfil and describes colloidal nanocrystals, controlled spin defects and room-temperature quantum emission; it also reports a patent application without an identifier.","origin_group":"shared-first-party-a-s25","publication_date":null,"publisher":"Bar-Ilan University","title":"Yossef Efraim Panfil - Bar-Ilan University"},"pxe-subject-a-s28":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile and research fingerprint","id":"pxe-subject-a-s28","location":"https://cris.biu.ac.il/en/persons/yaara-erez/","observed":"The profile identifies Erez and describes neural information processing, human brain networks, neuroimaging and machine learning.","origin_group":"shared-first-party-a-s28","publication_date":null,"publisher":"Bar-Ilan University","title":"Yaara Erez - Bar-Ilan University"},"pxe-subject-a-s31":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, fingerprint and outputs","id":"pxe-subject-a-s31","location":"https://cris.biu.ac.il/en/persons/yatir-sadia/","observed":"The profile identifies Sadia and connects him to heteroanionic materials, ionic conductivity, thermoelectrics and functional ceramics.","origin_group":"biu-cris-yatir-sadia","publication_date":null,"publisher":"Bar-Ilan University","title":"Yatir Sadia - Bar-Ilan University"},"pxe-subject-a-s34":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct lab research description.","score":3},"method":{"rationale":"Detailed first-party overview with recent publications.","score":2},"provenance":{"rationale":"Official university laboratory site.","score":3}},"evidence_locator":"lines 15-17 and 43-56","id":"pxe-subject-a-s34","location":"https://sites.biu.ac.il/en/fridman-lab","observed":"The lab page names Moti Fridman and describes time lenses, temporal microscopes and cavities, ultrafast lasers, nonlinear fiber and optical neural networks.","origin_group":"biu-fridman-lab","publication_date":null,"publisher":"Bar-Ilan University","title":"Fridman lab"},"pxe-subject-a-s37":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and linked outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, research fingerprint and outputs","id":"pxe-subject-a-s37","location":"https://cris.biu.ac.il/en/persons/miri-blau/","observed":"The profile identifies Blau and describes quantum information, nonlinear optics and integrated photonics.","origin_group":"biu-cris-miri-blau","publication_date":null,"publisher":"Bar-Ilan University","title":"Miri Blau - Bar-Ilan University"},"pxe-subject-a-s41":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, fingerprint and outputs","id":"pxe-subject-a-s41","location":"https://cris.biu.ac.il/en/persons/nisan-ozana/","observed":"The profile identifies Ozana and describes neurophotonics, neuroacoustics, optical brain imaging and single-photon sensing.","origin_group":"shared-first-party-a-s41","publication_date":null,"publisher":"Bar-Ilan University","title":"Nisan Ozana - Bar-Ilan University"},"pxe-subject-a-s45":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty record.","score":3},"method":{"rationale":"Structured profile and outputs.","score":2},"provenance":{"rationale":"Official university research portal.","score":3}},"evidence_locator":"profile, fingerprint and outputs","id":"pxe-subject-a-s45","location":"https://cris.biu.ac.il/en/persons/amos-danielli/","observed":"The profile identifies Danielli and describes rapid biomarker detection using optical and magnetic techniques.","origin_group":"shared-first-party-a-s45","publication_date":null,"publisher":"Bar-Ilan University","title":"Amos Danielli - Bar-Ilan University"},"pxe-subject-a-s46":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct professional record.","score":3},"method":{"rationale":"Detailed self-reported CV with a clear date.","score":2},"provenance":{"rationale":"CV hosted on official university domain.","score":3}},"evidence_locator":"education, appointments, publications and patents sections","id":"pxe-subject-a-s46","location":"https://engineering.biu.ac.il/sites/engineering/files/shared/Amos%20Daniell%20December%202023.pdf","observed":"The official-domain CV documents Danielli's training, appointments, biosensing outputs and a selective patent list through December 2023.","origin_group":"shared-first-party-a-s45","publication_date":"2023-12-01","publisher":"Bar-Ilan University","title":"Curriculum Vitae - Amos Danielli"},"pxe-subject-b-s01":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research description","id":"pxe-subject-b-s01","location":"https://engineering.biu.ac.il/node/14612","observed":"BIU says Zektzer leads a hybrid quantum photonic chip laboratory combining atoms, molecules, and nanophotonic chips for communication, computing, and sensing.","origin_group":"biu-roy-zektzer","publication_date":null,"publisher":"Bar-Ilan University","title":"Dr. Roy Zektzer joins the Faculty of Engineering"},"pxe-subject-b-s04":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview and research interests","id":"pxe-subject-b-s04","location":"https://cris.biu.ac.il/en/persons/rachela-popovtzer/","observed":"The profile identifies Popovtzer as a professor working in nano-bioengineering and nanomedicine on smart nanoprobes for molecular imaging and targeted therapy.","origin_group":"shared-first-party-b-s04","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Rachela Popovtzer"},"pxe-subject-b-s08":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview and research interests","id":"pxe-subject-b-s08","location":"https://cris.biu.ac.il/en/persons/ran-gelles/","observed":"The profile identifies Gelles with interactive coding, error correction, and fault-tolerant distributed computation.","origin_group":"shared-first-party-b-s08","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Ran Gelles"},"pxe-subject-b-s11":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Profile and embedded CV","id":"pxe-subject-b-s11","location":"https://gondabrain.biu.ac.il/node/448","observed":"The page identifies Alon, links an embedded CV, and describes spatial genomics and expansion-based in-situ sequencing methods.","origin_group":"biu-shahar-alon","publication_date":null,"publisher":"Bar-Ilan University Gonda Brain Research Center","title":"Shahar Alon"},"pxe-subject-b-s12":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Abstract and methods summary","id":"pxe-subject-b-s12","location":"https://pmc.ncbi.nlm.nih.gov/articles/PMC7900882/","observed":"The 2021 article reports expansion sequencing for spatially resolved in-situ transcriptomics in intact biological samples.","origin_group":"pmc7900882","publication_date":"2021-01-11","publisher":"Nature Methods via PubMed Central","title":"Expansion Sequencing: Spatially Precise In Situ Transcriptomics in Intact Biological Systems"},"pxe-subject-b-s15":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Profile and research overview","id":"pxe-subject-b-s15","location":"https://sites.biu.ac.il/en/shahar-somin","observed":"The page identifies Somin and the Network Intelligence Lab, with graph theory, temporal modeling, AI, cyber, finance, and hidden-coordination applications.","origin_group":"shared-first-party-b-s15","publication_date":null,"publisher":"Bar-Ilan University","title":"Shahar Somin"},"pxe-subject-b-s16":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Publication entry and summary","id":"pxe-subject-b-s16","location":"https://sites.biu.ac.il/en/shahar-somin/page/8391","observed":"The page lists the 2025 Nature Communications work on matching identities across encrypted domains from temporal activity patterns.","origin_group":"shared-first-party-b-s15","publication_date":"2025-01-01","publisher":"Bar-Ilan University","title":"Temporal fingerprints for identity matching across fully encrypted domains"},"pxe-subject-b-s18":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview, research fields, and outputs","id":"pxe-subject-b-s18","location":"https://cris.biu.ac.il/en/persons/tomer-lewi/","observed":"The profile identifies Lewi as an associate professor in nanophotonics, electro-optics, nanomaterials and metasurfaces, and lists recent publications.","origin_group":"shared-first-party-b-s18","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Tomer Lewi"},"pxe-subject-b-s19":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Academic biography","id":"pxe-subject-b-s19","location":"https://www.eng.biu.ac.il/lewitom/","observed":"Lewi reports training in physics and a UCSB postdoctoral appointment before joining BIU in 2018.","origin_group":"shared-first-party-b-s18","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Tomer Lewi"},"pxe-subject-b-s21":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview, research interests, and 2024 output","id":"pxe-subject-b-s21","location":"https://cris.biu.ac.il/en/persons/tomer-kalisky/","observed":"The profile describes single-cell genomics, stem cells, tissue regeneration, cancer, and recent work on alternative splicing in high-risk Wilms tumors.","origin_group":"biu-tomer-kalisky","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Tomer Kalisky"},"pxe-subject-b-s24":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"About and publications","id":"pxe-subject-b-s24","location":"https://sites.biu.ac.il/en/ethan-fetaya-lab","observed":"The lab page identifies Fetaya and research spanning machine learning, computer vision, AI safety, generative models, few-shot, Bayesian, federated, and geometric learning; it lists a 2026 weight-space adversarial-attacks paper.","origin_group":"biu-ethan-fetaya","publication_date":null,"publisher":"Bar-Ilan University","title":"Ethan Fetaya Lab"},"pxe-subject-b-s26":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography, research interests, and publications","id":"pxe-subject-b-s26","location":"https://www.eng.biu.ac.il/goldbej/","observed":"The page describes Goldberger’s statistical machine-learning and deep-learning work across vision, audio, medical imaging and language, and lists recent publications.","origin_group":"shared-first-party-b-s26","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Prof. Jacob Goldberger"},"pxe-subject-b-s27":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"CV sections on employment, publications, and patents","id":"pxe-subject-b-s27","location":"https://www.eng.biu.ac.il/goldbej/files/2025/09/Jacob_CV.pdf","observed":"The linked CV records Goldberger’s BIU appointment, publication history, and a patent entry for dual-branch mammogram classification.","origin_group":"shared-first-party-b-s26","publication_date":null,"publisher":"Bar-Ilan University","title":"Jacob Goldberger Curriculum Vitae"},"pxe-subject-b-s30":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research interests","id":"pxe-subject-b-s30","location":"https://www.eng.biu.ac.il/singerg/","observed":"The profile identifies Singer in industrial engineering and data science, using machine learning and stochastic optimal control in healthcare, manufacturing, retail, and education.","origin_group":"shared-first-party-b-s30","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Prof. Gonen Singer"},"pxe-subject-b-s31":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"2024 publication entry","id":"pxe-subject-b-s31","location":"https://www.eng.biu.ac.il/singerg/publications/","observed":"The list includes the 2024 paper Resource allocation in ordinal classification problems: A prescriptive framework utilizing machine learning and mathematical programming.","origin_group":"shared-first-party-b-s30","publication_date":null,"publisher":"Gonen Singer, Bar-Ilan University","title":"Publications"},"pxe-subject-b-s34":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Title and research interests","id":"pxe-subject-b-s34","location":"https://dds.technion.ac.il/people/academic-staff/shimrit-shtern/","observed":"The current Technion page labels Shtern an associate professor and describes robust and continuous optimization, creating an unresolved affiliation conflict with the BIU staff directory.","origin_group":"shared-first-party-b-s34","publication_date":null,"publisher":"Technion Faculty of Data and Decision Sciences","title":"Shimrit Shtern"},"pxe-subject-b-s35":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Education and service sections","id":"pxe-subject-b-s35","location":"https://shimrits.net.technion.ac.il/short-cv/","observed":"The short CV records a 2015 Technion PhD in operations research and activity in robust optimization and optimization under uncertainty.","origin_group":"shared-first-party-b-s34","publication_date":null,"publisher":"Shimrit Shtern, Technion","title":"Short CV"},"pxe-subject-b-s38":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Overview, research interests, and output","id":"pxe-subject-b-s38","location":"https://cris.biu.ac.il/en/persons/anelia-somekh-baruch","observed":"The profile identifies Somekh-Baruch in information and communication theory, channel coding and mismatched decoding, and lists a 2024 reliability-function paper.","origin_group":"biu-anelia-somekh-baruch","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Anelia Somekh-Baruch"},"pxe-subject-b-s40":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Biography and research interests","id":"pxe-subject-b-s40","location":"https://www.eng.biu.ac.il/fishale/","observed":"The profile identifies Fish as a full professor leading EnICS, with work in low-power VLSI, energy-efficient memory, CMOS sensors, biomedical circuits, and hardware security.","origin_group":"biu-alex-fish","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Prof. Alex Fish"},"pxe-subject-b-s44":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Staff listing","id":"pxe-subject-b-s44","location":"https://engineering.biu.ac.il/en/technical-staff","observed":"The current staff directory lists Dr. Ori Ernst.","origin_group":"shared-first-party-b-s44","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Technical Staff"},"pxe-subject-b-s45":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Researcher description","id":"pxe-subject-b-s45","location":"https://www.biu.ac.il/en/article/11676","observed":"The 2022 article identifies Ori Ernst as a doctoral researcher in the NLP laboratory working on multi-document summarization and semantic relations.","origin_group":"shared-first-party-b-s44","publication_date":"2022-01-01","publisher":"Bar-Ilan University","title":"Bar-Ilan University doctoral student develops new method for automatic summarization"},"pxe-subject-b-s46":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"The source directly describes the named researcher, work, or relevant external specialist.","score":3},"method":{"rationale":"The page provides inspectable biographical, bibliographic, or record-level details for the bounded claim.","score":3},"provenance":{"rationale":"The page is attributable to the named institution, publisher, or patent record.","score":3}},"evidence_locator":"Metadata and abstract","id":"pxe-subject-b-s46","location":"https://aclanthology.org/2022.naacl-main.128/","observed":"The NAACL 2022 record lists Ori Ernst as first author and describes proposition-level clustering, salience detection, and text fusion for multi-document summarization.","origin_group":"doi-10.18653-v1-2022-naacl-main-128","publication_date":null,"publisher":"Association for Computational Linguistics","title":"Proposition-Level Clustering for Multi-Document Summarization"},"pxe-subject-c-s01":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"First-party faculty identity page.","score":3},"method":{"rationale":"Direct institutional identification, though sparse.","score":2},"provenance":{"rationale":"Official university faculty domain.","score":3}},"evidence_locator":"lines 4-6","id":"pxe-subject-c-s01","location":"https://www.eng.biu.ac.il/coheniz2/","observed":"The page identifies Izack Cohen as a researcher and Faculty of Engineering member and links his personal site.","origin_group":"biu-izack-cohen-site","publication_date":null,"publisher":"Bar-Ilan University","title":"Izack Cohen - Faculty of Engineering"},"pxe-subject-c-s02":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Authoritative for the researcher's own record.","score":3},"method":{"rationale":"Detailed bibliographic list but dated and self-reported.","score":2},"provenance":{"rationale":"First-party CV hosted on the faculty site.","score":3}},"evidence_locator":"pages 3-5, publication list","id":"pxe-subject-c-s02","location":"https://www.eng.biu.ac.il/coheniz2/files/2020/07/IzackCohen_AcademicCV.pdf","observed":"The CV lists publications in stochastic scheduling, service operations, robust optimization and interpretable process-oriented decision support through 2020.","origin_group":"izack-cohen-cv","publication_date":null,"publisher":"Izack Cohen / Bar-Ilan University","title":"Izack Cohen Academic CV"},"pxe-subject-c-s04":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct account of the researcher's role and work.","score":3},"method":{"rationale":"Specific education and topic details, but self-maintained.","score":2},"provenance":{"rationale":"First-party academic homepage linked by Bar-Ilan.","score":3}},"evidence_locator":"lines 20-48","id":"pxe-subject-c-s04","location":"https://sites.google.com/view/motimedina/","observed":"Medina identifies himself as a Bar-Ilan senior lecturer working on reliable hardware, online, approximation, distributed and local algorithms, and lists his logic-design textbook.","origin_group":"moti-medina-home","publication_date":null,"publisher":"Moti Medina","title":"Homepage of Moti Medina"},"pxe-subject-c-s06":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured authoritative record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"evidence_locator":"lines 11-42 and 102-130","id":"pxe-subject-c-s06","location":"https://cris.biu.ac.il/en/persons/benjamin-m-zaidel/","observed":"The institutional record identifies Zaidel, his communications research areas and selected publications including 2023 sparse NOMA work.","origin_group":"biu-zaidel-cris","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Benjamin M. Zaidel"},"pxe-subject-c-s08":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct professional biography and research scope.","score":3},"method":{"rationale":"Profile evidence is adequate for identity and expertise.","score":2},"provenance":{"rationale":"First-party lab page on the university site.","score":3}},"evidence_locator":"lines 21-26","id":"pxe-subject-c-s08","location":"https://sites.biu.ac.il/en/computer-architecture-development-group","observed":"Yavits identifies his Bar-Ilan engineering role, semiconductor entrepreneurship background, and specialization in computer architecture and chip design.","origin_group":"shared-first-party-c-s08","publication_date":null,"publisher":"Bar-Ilan University","title":"Computer Architecture Development Group"},"pxe-subject-c-s12":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct research-scope statement by the researcher.","score":3},"method":{"rationale":"Detailed profile evidence, not an empirical result.","score":2},"provenance":{"rationale":"First-party university-hosted faculty page.","score":3}},"evidence_locator":"lines 17-41","id":"pxe-subject-c-s12","location":"https://sites.biu.ac.il/en/amir-weiss","observed":"Weiss identifies his faculty role and research at the intersection of statistical signal processing, machine learning, estimation, communications, localization, distributed sensing and compression.","origin_group":"shared-first-party-c-s12","publication_date":null,"publisher":"Bar-Ilan University","title":"Dr. Amir Weiss"},"pxe-subject-c-s15":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct faculty and publication metadata.","score":3},"method":{"rationale":"Structured record with named outputs and dates.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"evidence_locator":"lines 11-35 and 112-136","id":"pxe-subject-c-s15","location":"https://cris.biu.ac.il/en/persons/amir-leshem/","observed":"The institutional record identifies Leshem and lists recent work on distributed learning in congestion and mitigation of data-injection attacks in federated learning.","origin_group":"shared-first-party-c-s15","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Amir Leshem"},"pxe-subject-c-s16":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Authoritative professional record for the named researcher.","score":3},"method":{"rationale":"Detailed self-reported academic record, complemented by CRIS metadata.","score":2},"provenance":{"rationale":"First-party CV on the university domain.","score":3}},"evidence_locator":"PDF pages 1-4 and publication list","id":"pxe-subject-c-s16","location":"https://sites.biu.ac.il/en/node/9571","observed":"The university-hosted CV documents Leshem's academic appointments and research record in signal processing and communications.","origin_group":"shared-first-party-c-s15","publication_date":null,"publisher":"Amir Leshem / Bar-Ilan University","title":"Curriculum Vitae - Amir Leshem"},"pxe-subject-c-s17":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Institutional account of the researcher's role and topics.","score":3},"method":{"rationale":"Suitable for identity and research scope, not proof of application efficacy.","score":2},"provenance":{"rationale":"Official university feature.","score":3}},"evidence_locator":"lines 194-198","id":"pxe-subject-c-s17","location":"https://www.biu.ac.il/article/9551","observed":"Bar-Ilan describes Cohen's work on quantum measurement, nonlocality and time and notes potential links to imaging, sensors and quantum encryption.","origin_group":"biu-eliahu-cohen-feature","publication_date":null,"publisher":"Bar-Ilan University","title":"Dr. Eliahu Cohen: Quantum physicist who makes reality more interesting"},"pxe-subject-c-s18":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific scholarly research output.","score":3},"method":{"rationale":"Authorship, output type and bibliographic metadata directly support the claim.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"title, sole author, abstract and 2023 bibliographic record","id":"pxe-subject-c-s18","location":"https://cris.biu.ac.il/en/publications/quantum-clock-frames-uncertainty-relations-non-hermitian-dynamics/","observed":"The record attributes solely to Eliahu Cohen a 2023 conference article connecting quantum-clock uncertainty, non-Hermitian dynamics and nonlocality in time.","origin_group":"biu-cohen-quantum-clock","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Quantum clock frames: Uncertainty relations, non-Hermitian dynamics and nonlocality in time"},"pxe-subject-c-s20":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct account of role, research and output counts.","score":3},"method":{"rationale":"Strong for scope; the aggregate patent count is not a substitute for patent records.","score":2},"provenance":{"rationale":"Official university faculty profile.","score":3}},"evidence_locator":"lines 24-30 and listed research outputs","id":"pxe-subject-c-s20","location":"https://sites.biu.ac.il/en/zeev-zalevsky","observed":"The official profile identifies Zalevsky and describes super-resolution, biomedical optics, nanophotonics and fiber sensing; it also reports approximately 100 patents and lists recent publications.","origin_group":"shared-first-party-c-s20","publication_date":null,"publisher":"Bar-Ilan University","title":"Prof. Zeev Zalevsky"},"pxe-subject-c-s21":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Detailed professional record by the researcher.","score":3},"method":{"rationale":"Extensive self-reported record whose currency is bounded by the file date.","score":2},"provenance":{"rationale":"First-party CV on a university domain.","score":3}},"evidence_locator":"PDF pages 1-8 and publication sections","id":"pxe-subject-c-s21","location":"https://www.eng.biu.ac.il/zalevsz/files/2023/03/ZZ-Cv-Site_f.pdf","observed":"The 100-page university-hosted CV documents Zalevsky's education, appointments, publications and professional activity through its 2023 edition.","origin_group":"shared-first-party-c-s20","publication_date":null,"publisher":"Zeev Zalevsky / Bar-Ilan University","title":"Zeev Zalevsky Curriculum Vitae"},"pxe-subject-c-s23":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct identity and research-area record.","score":3},"method":{"rationale":"Suitable profile evidence for scope and identity.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"lines 15-42","id":"pxe-subject-c-s23","location":"https://engineering.biu.ac.il/node/10017","observed":"The official faculty page identifies Ilan Reuven Cohen and lists research areas in algorithms, machine learning and computational economics.","origin_group":"shared-first-party-c-s23","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Dr. Ilan Reuven Cohen"},"pxe-subject-c-s24":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct description and bibliography for the named researcher.","score":3},"method":{"rationale":"Specific output metadata, though self-maintained.","score":2},"provenance":{"rationale":"First-party academic site linked to the researcher.","score":3}},"evidence_locator":"research areas and publications, lines 95-168","id":"pxe-subject-c-s24","location":"https://ilanrcohen.netlify.app/","observed":"The first-party site describes resource-constrained classification, online scheduling and fair allocation and lists a 2023 hybrid cost-sensitive learning and optimization paper.","origin_group":"shared-first-party-c-s23","publication_date":null,"publisher":"Ilan Reuven Cohen","title":"Ilan Reuven Cohen - Personal Academic Site"},"pxe-subject-c-s27":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct professional and publication record.","score":3},"method":{"rationale":"Specific named outputs support the expertise claim.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"evidence_locator":"lines 21-60","id":"pxe-subject-c-s27","location":"https://sites.biu.ac.il/mor-weiss","observed":"The official page identifies Weiss, states a cryptography and proof-systems focus, and lists recent work on leakage-protected distributed primitives and active security.","origin_group":"shared-first-party-c-s27","publication_date":null,"publisher":"Bar-Ilan University","title":"Mor Weiss"},"pxe-subject-c-s31":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct institutional statement of intended laboratory scope.","score":3},"method":{"rationale":"Suitable for announced scope, not proof of current operations or results.","score":2},"provenance":{"rationale":"Official university faculty announcement.","score":3}},"evidence_locator":"lines 21-30","id":"pxe-subject-c-s31","location":"https://engineering.biu.ac.il/node/14051","observed":"The July 2025 university announcement says Shavit would lead a laboratory in the 2025-2026 academic year and states its intended focus on deep learning for complex data, generalization, uncertainty and multimodality, with complex biological models among the applications; current operation was not established.","origin_group":"biu-yoli-shavit-lab","publication_date":"2025-07-06","publisher":"Bar-Ilan University Faculty of Engineering","title":"New Deep Learning Lab Led by Dr. Yoli Shavit"},"pxe-subject-c-s32":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific peer-reviewed output with DOI and venue.","score":3},"method":{"rationale":"Authorship, abstract, publication date and evaluation scope are explicit.","score":3},"provenance":{"rationale":"Official institutional publication record.","score":3}},"evidence_locator":"lines 8-33 and 68-109","id":"pxe-subject-c-s32","location":"https://cris.biu.ac.il/en/publications/coarse-to-fine-multi-scene-pose-regression-with-transformers/","observed":"The institutional record attributes the peer-reviewed paper to Yoli Shavit and coauthors and describes a transformer-based multi-scene camera-pose method evaluated on indoor and outdoor benchmarks.","origin_group":"biu-shavit-pose-paper","publication_date":"2023-12-01","publisher":"Bar-Ilan University Research Portal","title":"Coarse-to-Fine Multi-Scene Pose Regression With Transformers"},"pxe-subject-c-s34":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct statement of the researcher's topics.","score":3},"method":{"rationale":"Concise scope evidence without result details.","score":2},"provenance":{"rationale":"Official university-hosted faculty page.","score":3}},"evidence_locator":"lines 14-20","id":"pxe-subject-c-s34","location":"https://www.eng.biu.ac.il/noamya/research/","observed":"The first-party page lists interference mitigation, estimation theory, cooperative and competitive spectrum management, communications signal processing and biological signal processing.","origin_group":"shared-first-party-c-s34","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Research - Dr. Yair Noam"},"pxe-subject-c-s35":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Specific publication metadata for the named researcher.","score":3},"method":{"rationale":"Named works and dates directly support the capability claim.","score":3},"provenance":{"rationale":"Official institutional research record.","score":3}},"evidence_locator":"lines 86-110","id":"pxe-subject-c-s35","location":"https://cris.biu.ac.il/en/persons/yair-noam/","observed":"The institutional output list includes Noam's work on satellite TDOA estimation, LEO-satellite MIMO and cloud radio-access networks.","origin_group":"shared-first-party-c-s34","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Yair Noam"},"pxe-subject-c-s36":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct identity, role and research-area evidence.","score":3},"method":{"rationale":"Profile evidence establishes scope but not comparative performance.","score":2},"provenance":{"rationale":"Official university faculty page.","score":3}},"evidence_locator":"lines 15-49","id":"pxe-subject-c-s36","location":"https://engineering.biu.ac.il/en/node/11052","observed":"The official profile identifies Tamar Goldzak Mizrahi and describes computational materials, electronic structure, quantum phenomena, nanomaterials, two-dimensional systems and light-matter interactions.","origin_group":"shared-first-party-c-s36","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Dr. Tamar Goldzak Mizrahi"},"pxe-subject-c-s37":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct supervision and bibliographic evidence in the claimed field.","score":3},"method":{"rationale":"Useful first-party evidence, though the cited paper's publisher page was not inspected.","score":2},"provenance":{"rationale":"Official university teaching and project record.","score":3}},"evidence_locator":"lines 763-819","id":"pxe-subject-c-s37","location":"https://engineering.biu.ac.il/maslul/807/projects/2024","observed":"The university page names Goldzak Mizrahi as academic supervisor for quantum-tunnelling and first-principles 2D-defect projects and cites her Physical Review B work on coupled quantum wells.","origin_group":"shared-first-party-c-s36","publication_date":null,"publisher":"Bar-Ilan University Faculty of Engineering","title":"Engineering projects 2024 - Tamar Goldzak Mizrahi projects"},"pxe-subject-c-s39":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Direct research and publication evidence.","score":3},"method":{"rationale":"Specific recent works support the stated capabilities.","score":3},"provenance":{"rationale":"Official university faculty site.","score":3}},"evidence_locator":"lines 19-74","id":"pxe-subject-c-s39","location":"https://sites.biu.ac.il/en/boris-desiatov","observed":"The official page identifies Desiatov and describes on-chip photonics, quantum and nonlinear optics and metasurfaces; it lists recent thin-film lithium-niobate and single-photon-device work.","origin_group":"shared-first-party-c-s39","publication_date":null,"publisher":"Bar-Ilan University","title":"Dr. Boris Desiatov"},"pxe-subject-c-s40":{"access_status":"read","accessed_date":"2026-09-07","credibility":{"expertise":{"rationale":"Structured faculty and output metadata.","score":3},"method":{"rationale":"Specific bibliographic records cross-check the faculty page.","score":3},"provenance":{"rationale":"Official institutional research portal.","score":3}},"evidence_locator":"lines 26-33 and 133-223","id":"pxe-subject-c-s40","location":"https://cris.biu.ac.il/en/persons/boris-desiatov/","observed":"The institutional record confirms Desiatov's faculty identity and lists research outputs in integrated quantum and nonlinear photonics.","origin_group":"shared-first-party-c-s39","publication_date":null,"publisher":"Bar-Ilan University Research Portal","title":"Boris Desiatov"}},"strategy":{"first_90_days":["Ask each researcher to correct identity, current affiliation, selected work and interests. Confirm r05 and r25 explicitly; include them in workshops while withholding automated team assignment.","Assign a Research Authority coordinator and an opt-in scientific owner for each candidate pilot. The report does not appoint either role.","Inventory available facilities, protected research time, technician support, reusable datasets and existing partnerships. Record gaps instead of assuming capacity.","Choose one measurable question and a baseline for each pilot; agree contribution credit, data access and publication arrangements before joint work.","Prepare a costed pilot proposal and a funder-specific eligibility checklist using the current official call. No budget or spending commitment is created by this report.","Use BIRAD for ownership and commercialization review before an applied partner pitch, and the EU desk early for any European consortium.","Create a quarterly evidence review: continue, change or stop each initiative against its preregistered test, and update profiles only from confirmed evidence."],"outcomes":[{"measure":"Externally reproduced results, reused datasets or benchmarks, and substantive cross-field outputs; establish a baseline before setting targets.","text":"Support questions that require complementary expertise and generate reusable evidence, including informative negative results.","title":"Scientific contribution"},{"measure":"Researcher-reported value, protected research time, co-supervision quality and retention of participating trainees; no individual ranking.","text":"Make participation voluntary, give junior researchers ownership of meaningful subproblems, and credit software, datasets and experimental work alongside papers.","title":"Researcher development"},{"measure":"Qualified applications, award value and duration, unrestricted versus restricted support, renewal risk and concentration by funder; no invented success probabilities.","text":"Maintain a mix of eligible domestic, bilateral, international and applied routes. Budget proposal preparation and pilot work before pursuing large awards.","title":"Funding resilience"},{"measure":"Verified external reuse, repeat partner engagement, invited scientific contributions and independently evidenced public benefit; publicity alone is not an impact measure.","text":"Build visible contributions that external groups can use: independent replications, shared methods, training exchanges and responsible translational outcomes.","title":"Earned reputation"},{"measure":"Funding concentration, access continuity, documented methods, coverage of critical skills and recovery exercises; the current institutional baseline is unknown.","text":"Reduce dependence on one grant route, one key operator or one unavailable dataset. Give each initiative a documented continuity and ownership plan.","title":"Institutional resilience"}],"phases":[{"period":"First 90 days","text":"Have all roster members review their own page; resolve two provisional mappings before team assignment. Convene short problem workshops and select a small pilot set based on willing owners, data access and a testable question.","title":"Correct, choose and scope"},{"period":"2027","text":"A proposed starting portfolio is research-AI evidence, energy-bounded genomics and hospital-flow modelling. Confirm availability first; replace a pilot if its data or leadership is missing. Record baselines and stop rules before experiments.","title":"Run focused feasibility studies"},{"period":"2028","text":"Invite an independent group to test the strongest results. Develop bilateral proposals and doctoral exchanges with qualified partners. Keep speculative quantum and materials combinations at a small feasibility stage until compatibility is shown.","title":"Replicate before expanding"},{"period":"2029–2030","text":"Build larger consortia only around demonstrated shared questions. Coordinate applications through the Research Authority and commercialization through BIRAD. Recheck every programme and participation rule at the time of application.","title":"Scale the evidence-backed teams"},{"period":"2031","text":"Compare outcomes to the initial baseline and counterfactual where feasible. Renew useful platforms and relationships; retire stalled combinations without treating a negative experiment as a researcher failure.","title":"Evaluate contribution and renew selectively"}],"risks":[{"gate":"Researcher confirmation and stable institutional identity links before committing a team; keep provisional pages visible.","risk":"A similar name or outdated affiliation assigns expertise to the wrong person."},{"gate":"A focused literature and prior-art review by domain experts before claiming novelty; proposals remain low-confidence hypotheses.","risk":"A plausible cross-field story is mistaken for scientific novelty."},{"gate":"Check the current call, host eligibility, partner role, scope and available effort before proposal work.","risk":"A large grant distracts from an unfundable or unavailable research team."},{"gate":"Agree an impact baseline with researchers and partners; track reuse, reproducibility and concrete public benefit separately from publicity.","risk":"Metrics reward visibility over useful contribution."},{"gate":"Use professional research facts and voluntary interests, restrict access, provide correction rights, and exclude retreat logistics and inferred personal traits.","risk":"A centralized map becomes a personnel surveillance or ranking tool."},{"gate":"Treat each record as attribution evidence only; verify ownership, scope and licensing with BIRAD and qualified counsel before a transaction.","risk":"A patent is mistaken for an owned, usable or commercially valuable asset."}],"scenarios":[{"condition":"Eligible calls, willing partners and travel/data permissions remain available.","response":"Use bilateral projects to build evidence and consider a focused ERC or doctoral consortium after scientific and institutional qualification.","title":"International access remains broad"},{"condition":"Programme rules, association terms or partner constraints reduce eligibility.","response":"Recheck the exact affected instrument and pursue qualified alternatives. Preserve portable methods and domestic pilot continuity; do not assume one proposal suspends all international collaboration.","title":"A major route becomes restricted"},{"condition":"Researchers, technicians, students or facilities cannot support additional commitments.","response":"Fund enabling staff, reuse facilities and narrow the active portfolio. Do not count a named researcher as committed capacity.","title":"Funding is available but capacity is scarce"},{"condition":"A mechanism fails to replicate, a benchmark gain vanishes or the required data cannot be secured.","response":"Publish the bounded negative result where useful, stop that branch and redirect resources to a better-supported question.","title":"The proposed science does not survive testing"}],"thesis":"Use the 42-person roster as a starting network for 2027–2031 planning. Let researchers correct the map, define a small number of shared questions, and expand only when pilots produce independently inspectable evidence. This is a proposed strategy, not a forecast of grants, rankings or scientific discoveries.","title":"Build a portfolio of tested possibilities."}}