{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":5,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":5,"direct_label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline (scores rank; they never assert a category)","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12","author_layer_release":"2026-06-26"},"query_hash":"c3a64a8b15b5","filters":{"venue":"IEEE Journal on Exploratory Solid-State Computational Devices and Circuits"}},"results":[{"id":"W4295935088","doi":"10.1109/jxcdc.2022.3206778","title":"Scalable 2T2R Logic Computation Structure: Design From Digital Logic Circuits to 3-D Stacked Memory Arrays","year":2022,"lang":"en","type":"article","venue":"IEEE Journal on Exploratory Solid-State Computational Devices and Circuits","topic":"Advanced Memory and Neural Computing","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"Natural Sciences and Engineering Research Council of Canada; University of Waterloo; Canadian Network for Research and Innovation in Machining Technology, Natural Sciences and Engineering Research Council of Canada","keywords":"XNOR gate; Computer science; Logic gate; Digital electronics; Resistive random-access memory; Semiconductor memory; CMOS; Sense amplifier; Scalability; Electronic circuit; Pass transistor logic; Computer architecture; Parallel computing; NAND gate; Computer hardware; Electronic engineering; Engineering; Electrical engineering; Algorithm","authors":[{"name":"Zongxian Yang","is_ca":true},{"name":"Kangqiang Pan","is_ca":true},{"name":"Y. Zhou","is_ca":true},{"name":"Lan Wei","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.04175348740880933,"gpt":0.2616967595165738,"spread":0.2199432721077645,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000315135,0.0004555264,0.0004781233,0.0003280086,0.0009775406,0.0004148367,0.0003314138,0.00006594765,0.00007283119],"category_scores_gemma":[0.00003173775,0.0004714173,0.0001051544,0.0005113317,0.0000534051,0.0009219645,0.00007685166,0.0008026832,0.00004620519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002838107,"about_ca_system_score_gemma":0.0001106756,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.202801e-7,"about_ca_topic_score_gemma":0.000001314002,"domain_scores_codex":[0.9971954,0.0002430692,0.0007200085,0.000518941,0.0007793506,0.0005432497],"domain_scores_gemma":[0.9983818,0.0005390719,0.0002737411,0.0001486574,0.0002205091,0.0004362321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003736377,0.00005196247,0.00004523358,0.00003092837,0.00008693514,0.0001716323,0.001129419,0.9722216,0.005475035,0.00005347294,0.0007087959,0.01998763],"study_design_scores_gemma":[0.004059732,0.001977787,0.003512156,0.0003231856,0.0001163826,0.0009229131,0.002985772,0.795913,0.009556464,0.1754979,0.0024057,0.002728911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5841984,0.0005503944,0.412857,0.000105729,0.001433089,0.0003171275,0.0002321461,0.0002133051,0.0000928197],"genre_scores_gemma":[0.996451,0.00003096653,0.001064928,0.00183133,0.0003910304,0.00002121863,0.0001075192,0.00007944946,0.00002257022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4122526,"threshold_uncertainty_score":0.9997737,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4312051479","doi":"10.1109/jxcdc.2022.3217043","title":"Leveraging Ferroelectric Stochasticity and In-Memory Computing for DNN IP Obfuscation","year":2022,"lang":"en","type":"article","venue":"IEEE Journal on Exploratory Solid-State Computational Devices and Circuits","topic":"Advanced Memory and Neural Computing","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false},"ca_institutions":"","funders":"Universität Stuttgart; York University; New York University Abu Dhabi","keywords":"Obfuscation; Computer science; Computer security","authors":[{"name":"Likhitha Mankali","is_ca":false},{"name":"Nikhil Rangarajan","is_ca":false},{"name":"Swetaki Chatterjee","is_ca":false},{"name":"Shubham Kumar","is_ca":false},{"name":"Yogesh Singh Chauhan","is_ca":false},{"name":"Ozgur Sinanoglu","is_ca":false},{"name":"Hussam Amrouch","is_ca":false}],"retraction":null,"screen_n_in":null,"score":{"opus":0.03124081226156538,"gpt":0.266880391366465,"spread":0.2356395791048996,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004781261,0.0002153832,0.0002624084,0.0003136079,0.0007373603,0.00009939084,0.000114776,0.00002824951,0.000004424367],"category_scores_gemma":[0.00002371213,0.0002440359,0.00004796808,0.0002795261,0.00002594663,0.0003420871,0.00003401107,0.0005220152,0.000001225463],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001838325,"about_ca_system_score_gemma":0.00005890592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":4.921045e-7,"about_ca_topic_score_gemma":0.000001787914,"domain_scores_codex":[0.9985747,0.000101188,0.0004444118,0.000266755,0.0002771614,0.0003357875],"domain_scores_gemma":[0.9990427,0.0005018041,0.0001651809,0.00005905039,0.00009436961,0.0001368475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002956047,0.00002703847,0.0003088326,0.00007729319,0.00002329412,0.0000253249,0.001505368,0.9720129,0.001174356,0.00003190407,0.00004439872,0.02473974],"study_design_scores_gemma":[0.001273195,0.0002326915,0.01026946,0.0001085921,0.00001690908,0.0002775932,0.0008134791,0.981085,0.0006236396,0.004705697,0.0002042894,0.0003894425],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8324194,0.0008281167,0.1658195,0.00005795324,0.0005624859,0.0002092065,0.0000105125,0.00006832627,0.00002450025],"genre_scores_gemma":[0.9989462,0.00005225341,0.0002430767,0.0004778247,0.0002064227,0.00001929307,0.00001095874,0.00003696601,0.000006975079],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1665268,"threshold_uncertainty_score":0.9951496,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4233014449","doi":"10.1109/jxcdc.2021.3115683","title":"IEEE Journal on Exploratory Solid-State Computational Devices and Circuits publication information","year":2021,"lang":"en","type":"article","venue":"IEEE Journal on Exploratory Solid-State Computational Devices and Circuits","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"University of Pennsylvania; Pennsylvania State University; Georgia Institute of Technology; Intel Corporation","keywords":"Computer science; State (computer science); Solid-state; Engineering physics; Engineering; Algorithm","authors":[{"name":"Michael Kelly","is_ca":true},{"name":"Heung Wong","is_ca":true},{"name":"Ian A. Young","is_ca":true},{"name":"John R. Long","is_ca":true},{"name":"Bram Nauta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02961029214580462,"gpt":0.2792831235889783,"spread":0.2496728314431737,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001691493,0.0006802868,0.0007007983,0.001087339,0.001694491,0.003796797,0.0008616101,0.0002044156,0.00002215452],"category_scores_gemma":[0.0001688181,0.0006788147,0.0002047077,0.001028102,0.0001764368,0.006563108,0.0001536847,0.001122176,0.0001205327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002852794,"about_ca_system_score_gemma":0.001189831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001781546,"about_ca_topic_score_gemma":0.000005187575,"domain_scores_codex":[0.994189,0.0007502253,0.001778608,0.0008003913,0.001721331,0.000760504],"domain_scores_gemma":[0.9929816,0.0006625149,0.001663411,0.0004016014,0.003464499,0.0008264155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000423807,0.0003732303,0.0007496011,0.0001511802,0.0002877359,0.00020952,0.005078724,0.9057049,0.0001515667,0.004724741,0.008721545,0.07380483],"study_design_scores_gemma":[0.004534815,0.001281434,0.01565771,0.001209761,0.0000970621,0.003458997,0.0007168917,0.8745595,0.002080657,0.07585979,0.01817464,0.002368721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1142631,0.000971871,0.8783228,0.003104332,0.001946291,0.0003705952,0.0000692487,0.0003972379,0.0005545801],"genre_scores_gemma":[0.980872,0.0009442715,0.007784446,0.009526456,0.0005729613,0.00003524085,0.0001279433,0.00005874182,0.00007795872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8705384,"threshold_uncertainty_score":0.9996052,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4206161953","doi":"10.1109/jxcdc.2021.3135814","title":"IEEE Journal on Exploratory Solid-State Computational Devices and Circuits publication information","year":2021,"lang":"en","type":"article","venue":"IEEE Journal on Exploratory Solid-State Computational Devices and Circuits","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"University of Pennsylvania; Pennsylvania State University; Georgia Institute of Technology; Intel Corporation","keywords":"State (computer science); Computer science; Algorithm","authors":[{"name":"Michael Kelly","is_ca":true},{"name":"H Wong","is_ca":true},{"name":"Ian A. Young","is_ca":true},{"name":"John R. Long","is_ca":true},{"name":"Bram Nauta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02961029214580462,"gpt":0.2792831235889783,"spread":0.2496728314431737,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001691493,0.0006802868,0.0007007983,0.001087339,0.001694491,0.003796797,0.0008616101,0.0002044156,0.00002215452],"category_scores_gemma":[0.0001688181,0.0006788147,0.0002047077,0.001028102,0.0001764368,0.006563108,0.0001536847,0.001122176,0.0001205327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002852794,"about_ca_system_score_gemma":0.001189831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001781546,"about_ca_topic_score_gemma":0.000005187575,"domain_scores_codex":[0.994189,0.0007502253,0.001778608,0.0008003913,0.001721331,0.000760504],"domain_scores_gemma":[0.9929816,0.0006625149,0.001663411,0.0004016014,0.003464499,0.0008264155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000423807,0.0003732303,0.0007496011,0.0001511802,0.0002877359,0.00020952,0.005078724,0.9057049,0.0001515667,0.004724741,0.008721545,0.07380483],"study_design_scores_gemma":[0.004534815,0.001281434,0.01565771,0.001209761,0.0000970621,0.003458997,0.0007168917,0.8745595,0.002080657,0.07585979,0.01817464,0.002368721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1142631,0.000971871,0.8783228,0.003104332,0.001946291,0.0003705952,0.0000692487,0.0003972379,0.0005545801],"genre_scores_gemma":[0.980872,0.0009442715,0.007784446,0.009526456,0.0005729613,0.00003524085,0.0001279433,0.00005874182,0.00007795872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8705384,"threshold_uncertainty_score":0.9996052,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W4229563662","doi":"10.1109/jxcdc.2021.3115689","title":"IEEE Journal on Exploratory Solid-State Computational Devices and Circuits publication information","year":2021,"lang":"en","type":"article","venue":"IEEE Journal on Exploratory Solid-State Computational Devices and Circuits","topic":"Parallel Computing and Optimization Techniques","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"University of Waterloo","funders":"University of Pennsylvania; Pennsylvania State University; Georgia Institute of Technology; Intel Corporation","keywords":"Computer science; State (computer science); Data science; Information retrieval; Algorithm","authors":[{"name":"Michael Kelly","is_ca":true},{"name":"H Wong","is_ca":true},{"name":"Ian A. Young","is_ca":true},{"name":"John R. Long","is_ca":true},{"name":"Bram Nauta","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.02961029214580462,"gpt":0.2792831235889783,"spread":0.2496728314431737,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.001691493,0.0006802868,0.0007007983,0.001087339,0.001694491,0.003796797,0.0008616101,0.0002044156,0.00002215452],"category_scores_gemma":[0.0001688181,0.0006788147,0.0002047077,0.001028102,0.0001764368,0.006563108,0.0001536847,0.001122176,0.0001205327],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002852794,"about_ca_system_score_gemma":0.001189831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001781546,"about_ca_topic_score_gemma":0.000005187575,"domain_scores_codex":[0.994189,0.0007502253,0.001778608,0.0008003913,0.001721331,0.000760504],"domain_scores_gemma":[0.9929816,0.0006625149,0.001663411,0.0004016014,0.003464499,0.0008264155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000423807,0.0003732303,0.0007496011,0.0001511802,0.0002877359,0.00020952,0.005078724,0.9057049,0.0001515667,0.004724741,0.008721545,0.07380483],"study_design_scores_gemma":[0.004534815,0.001281434,0.01565771,0.001209761,0.0000970621,0.003458997,0.0007168917,0.8745595,0.002080657,0.07585979,0.01817464,0.002368721],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1142631,0.000971871,0.8783228,0.003104332,0.001946291,0.0003705952,0.0000692487,0.0003972379,0.0005545801],"genre_scores_gemma":[0.980872,0.0009442715,0.007784446,0.009526456,0.0005729613,0.00003524085,0.0001279433,0.00005874182,0.00007795872],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8705384,"threshold_uncertainty_score":0.9996052,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}