{"meta":{"query_hash":"5feb942ce593","filters":{"venue":"Lecture notes series, Institute For Mathematical Sciences"},"cohort_total":9,"direct_labels_cover":0,"predictions_cover":9,"exported":9,"export_cap":100000,"truncated":false,"label_status":"direct model label, unvalidated","prediction_status":"machine_predicted_unvalidated (Codex and Gemma teacher distillation)","score_status":"score_only:v0-immature-baseline","snapshot":{"source":"OpenAlex, pinned release, all 482 partitions","release":"2026-06-24","frame_built":"2026-07-12"},"permalink":"https://metacan.xera.ac/q/5feb942ce593","api":"https://metacan.xera.ac/api/v1/cohort?venue=Lecture+notes+series%2C+Institute+For+Mathematical+Sciences"},"results":[{"id":"W2484865016","doi":"10.1142/9789813100558_0002","title":"AN INTRODUCTION TO THE FINITE AND INFINITE DIMENSIONAL REDUCTION METHODS","year":2016,"lang":"en","type":"book-chapter","venue":"Lecture notes series, Institute For Mathematical Sciences","topic":"Matrix Theory and Algorithms","field":"Computer Science","cited_by":13,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Reduction (mathematics); Mathematics; Applied mathematics; Computer science; Geometry","score_opus":0.028551348977368596,"score_gpt":0.30024631096241117,"score_spread":0.27169496198504256,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2484865016","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000018794388,0.00014216796,0.95859474,0.03331355,0.001656244,0.0006405904,0.000037998936,0.00013008174,0.0054658093],"genre_scores_gemma":[0.0010160846,0.000032180094,0.9850613,0.00073646975,0.0031156077,0.00008492574,0.000019517307,0.000027317803,0.009906594],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99786234,0.00007926134,0.00039820527,0.00087248534,0.00043194555,0.00035577008],"domain_scores_gemma":[0.9980823,0.0007417152,0.00019724932,0.00065233215,0.0001427229,0.00018370444],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0018822508,0.00036326647,0.00038003275,0.00017335457,0.0009107028,0.00041867053,0.0009817237,0.00022032036,0.00010054889],"category_scores_gemma":[0.0007742526,0.00019577553,0.00010438832,0.00020884705,0.0009606246,0.00108385,0.00025934153,0.00023951597,0.00003276333],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000017692275,0.000010895692,3.450692e-8,0.000039357787,0.000015258643,8.691731e-7,0.00026252106,0.00088576804,0.0003421485,0.90675145,0.00012885068,0.09154514],"study_design_scores_gemma":[0.000065671156,0.00037025055,4.26753e-7,0.00007466535,0.000023853629,0.00012987689,0.0000027808026,0.004972684,0.00095275184,0.7496143,0.24352147,0.00027124988],"about_ca_topic_score_codex":0.000002598489,"about_ca_topic_score_gemma":0.000015731726,"teacher_disagreement_score":0.24339262,"about_ca_system_score_codex":0.00004119544,"about_ca_system_score_gemma":0.00014278323,"threshold_uncertainty_score":0.79834944},"labels":[],"label_agreement":null},{"id":"W2489659741","doi":"10.1142/9789814602648_0001","title":"SELECTED APPLICATIONS OF LOGIC TO CLASSIFICATION PROBLEM FOR C*-ALGEBRAS","year":2014,"lang":"en","type":"book-chapter","venue":"Lecture notes series, Institute For Mathematical Sciences","topic":"Advanced Operator Algebra Research","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"York University","funders":"","keywords":"Computer science; Mathematics","score_opus":0.08784543580700156,"score_gpt":0.35373288540036124,"score_spread":0.2658874495933597,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2489659741","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000037135942,0.00007744054,0.96521103,0.0023302266,0.00008816401,0.0070222784,0.0003175365,0.00017159364,0.024744567],"genre_scores_gemma":[0.0054440587,0.000019563942,0.9759745,0.00020786318,0.00038942927,0.0031038777,0.00020334225,0.00012291428,0.01453445],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.996629,0.000027025877,0.0010045717,0.0009014969,0.0008036059,0.000634298],"domain_scores_gemma":[0.9954053,0.0020981547,0.00051825336,0.00068173336,0.0010607381,0.0002357777],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0010176324,0.0005386085,0.0010079509,0.00031721583,0.000561385,0.00012233696,0.0010376286,0.0005021101,0.00015510681],"category_scores_gemma":[0.003769362,0.0004115262,0.00024321061,0.00051715155,0.0010984614,0.00021666121,0.00014235087,0.00031604894,0.00004213379],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000054749304,0.00006048204,6.8478363e-7,0.0017931109,0.00005170317,2.1115446e-7,0.00016560196,0.00012998842,0.0011793647,0.9905481,0.0004531861,0.0055628205],"study_design_scores_gemma":[0.00022030149,0.0006981335,8.3057887e-7,0.0003090585,0.0001053199,0.000011659686,0.000009173783,0.00056628813,0.0030548268,0.91315067,0.081428684,0.00044506486],"about_ca_topic_score_codex":0.0000035355533,"about_ca_topic_score_gemma":0.0002245264,"teacher_disagreement_score":0.0809755,"about_ca_system_score_codex":0.00016812872,"about_ca_system_score_gemma":0.0005633383,"threshold_uncertainty_score":0.99983364},"labels":[],"label_agreement":null},{"id":"W2499459198","doi":"10.1142/9789814571043_0001","title":"ABSOLUTENESS, TRUTH, AND QUOTIENTS","year":2013,"lang":"en","type":"book-chapter","venue":"Lecture notes series, Institute For Mathematical Sciences","topic":"Advanced Operator Algebra Research","field":"Mathematics","cited_by":4,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"York University","funders":"","keywords":"Absoluteness; Quotient; Philosophy; Mathematics; Epistemology; Pure mathematics","score_opus":0.08078443855745994,"score_gpt":0.33177839135293924,"score_spread":0.2509939527954793,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2499459198","genre_codex":"other","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0033836754,0.0027825441,0.43316716,0.00576737,0.0028093585,0.009721205,0.00081629143,0.00096982595,0.5405826],"genre_scores_gemma":[0.015990956,0.0005406185,0.85829395,0.0005752329,0.0014012891,0.00077399076,0.00015560679,0.00042999026,0.121838346],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99647856,0.000021329368,0.00072151714,0.0009629541,0.0010053854,0.0008102497],"domain_scores_gemma":[0.99687207,0.001670103,0.0002932707,0.00056498195,0.00028005883,0.000319505],"candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005722,0.0007048093,0.0009975665,0.00020355187,0.0007607273,0.00037804412,0.00078574463,0.0005691705,0.0010599189],"category_scores_gemma":[0.0031198917,0.0005019008,0.00020574886,0.0001501654,0.0025779714,0.00081911427,0.00033688964,0.00052412617,0.00015841825],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000022048296,0.000036022448,0.0000012164494,0.0008497778,0.000057899455,0.0000072602006,0.00013939117,0.000019459201,0.00004353375,0.9938159,0.00041042748,0.0045970604],"study_design_scores_gemma":[0.0002736112,0.00034763518,0.0000012598022,0.00045699702,0.00007976429,0.000078698715,0.000011523214,0.00034183398,0.00037864325,0.95077556,0.046650864,0.00060359924],"about_ca_topic_score_codex":0.000011373002,"about_ca_topic_score_gemma":0.00013107611,"teacher_disagreement_score":0.42512682,"about_ca_system_score_codex":0.00012367041,"about_ca_system_score_gemma":0.0002975338,"threshold_uncertainty_score":0.99985325},"labels":[],"label_agreement":null},{"id":"W2503296023","doi":"10.1142/9789812701084_0007","title":"RECENT ADVANCES IN MODELING AND SIMULATION OF HIGH-SPEED INTERCONNECTS","year":2005,"lang":"en","type":"book-chapter","venue":"Lecture notes series, Institute For Mathematical Sciences","topic":"Electromagnetic Compatibility and Noise Suppression","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Carleton University","funders":"","keywords":"Computer science","score_opus":0.024109185987558783,"score_gpt":0.2570160598834575,"score_spread":0.2329068738958987,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2503296023","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.20901279,0.06812128,0.60565567,0.0018330222,0.001537922,0.0041621174,0.00021586251,0.0005936344,0.10886768],"genre_scores_gemma":[0.97317445,0.0045954934,0.021779083,0.000026099604,0.0001354752,0.000013784815,0.00003673349,0.000031526724,0.00020736372],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.99878275,0.0000072501525,0.00046129216,0.00029864223,0.00022479826,0.00022527218],"domain_scores_gemma":[0.99933994,0.00033140293,0.0000714134,0.00014878028,0.000055241977,0.0000532344],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00021175205,0.00025456748,0.00045586348,0.00013815169,0.00007602229,0.00003129101,0.00016688029,0.00020457881,0.00011425044],"category_scores_gemma":[0.00026506506,0.00020457903,0.000051902975,0.00008719636,0.00027952372,0.00040848795,0.00004099895,0.00019582304,0.0000014138824],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000029224326,0.0000119065035,5.3222715e-7,0.0004938709,0.0000068670133,5.494343e-7,0.00020448463,0.8806639,0.0002251089,0.05463455,0.0000012664868,0.063727796],"study_design_scores_gemma":[0.00014034567,0.0001787522,5.476485e-7,0.0005836107,0.000017680377,0.0000034417199,0.0000032869195,0.61576325,0.0008068911,0.37737277,0.0049420334,0.00018742347],"about_ca_topic_score_codex":0.0000053725335,"about_ca_topic_score_gemma":0.00085289794,"teacher_disagreement_score":0.76416165,"about_ca_system_score_codex":0.00005683006,"about_ca_system_score_gemma":0.00003829794,"threshold_uncertainty_score":0.8342491},"labels":[],"label_agreement":null},{"id":"W2503354771","doi":"10.1142/9789814651813_0003","title":"ρ-MODULAR REPRESENTATIONS OF ρ-ADIC GROUPS","year":2015,"lang":"en","type":"book-chapter","venue":"Lecture notes series, Institute For Mathematical Sciences","topic":"advanced mathematical theories","field":"Mathematics","cited_by":2,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Modular design; Computer science; Mathematics; Programming language","score_opus":0.11855261934571225,"score_gpt":0.36177353773877235,"score_spread":0.2432209183930601,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2503354771","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00011163469,0.0006512325,0.69754314,0.0010615324,0.0005366485,0.002024197,0.00042036304,0.00029181535,0.29735944],"genre_scores_gemma":[0.009423776,0.00008883506,0.94315505,0.00012736006,0.0007477454,0.00029337505,0.00015667269,0.00024275128,0.04576441],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99570894,0.00003646384,0.0014097481,0.00086535444,0.0013276685,0.0006518317],"domain_scores_gemma":[0.9943295,0.0028940688,0.0009107476,0.0010112834,0.00055991707,0.00029447136],"candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0013212225,0.00076895335,0.0016245,0.00025908102,0.00042065763,0.00010315901,0.0010522308,0.0005860759,0.00063199206],"category_scores_gemma":[0.010596998,0.0005795864,0.0004879545,0.00027786527,0.003871509,0.00065487064,0.00029180586,0.00045035075,0.000058474812],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000045659384,0.00009125857,3.559372e-7,0.0014936691,0.00011576374,0.000007633983,0.0005133165,0.00027416355,0.00014184145,0.99607766,0.00046958379,0.0007690801],"study_design_scores_gemma":[0.00031302258,0.00041294622,2.0485867e-7,0.00080567854,0.00030710164,0.00008436949,0.000047555182,0.00024903397,0.0011621771,0.9678546,0.028148817,0.0006144621],"about_ca_topic_score_codex":0.0000052663595,"about_ca_topic_score_gemma":0.00007865178,"teacher_disagreement_score":0.25159502,"about_ca_system_score_codex":0.00015325342,"about_ca_system_score_gemma":0.00041382058,"threshold_uncertainty_score":0.99966556},"labels":[],"label_agreement":null},{"id":"W2789150830","doi":"10.1142/9789811206092_0003","title":"The Algebraic Approach to Duality: An Introduction","year":2020,"lang":"en","type":"preprint","venue":"Lecture notes series, Institute For Mathematical Sciences","topic":"Markov Chains and Monte Carlo Methods","field":"Mathematics","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":false,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":true,"ca_institutions":"","funders":"","keywords":"Duality (order theory); Algebraic number; Algebra over a field; Mathematics; Dual (grammatical number); Product (mathematics); Pure mathematics; Representation theory; Representation (politics); Lie algebra","score_opus":0.15755430127646547,"score_gpt":0.38175730246982875,"score_spread":0.22420300119336328,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2789150830","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.0042021503,0.00012256553,0.9378813,0.049495645,0.0019088895,0.0026610228,0.00010723014,0.000312648,0.0033085414],"genre_scores_gemma":[0.02234614,0.000024043444,0.9722773,0.00091328507,0.00317873,0.00091354665,0.000110721754,0.00006732193,0.00016895386],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99594027,0.00024517314,0.00085961254,0.0013433732,0.000863014,0.00074856525],"domain_scores_gemma":[0.9965552,0.0013239371,0.0003641867,0.0011123834,0.00024124284,0.000403048],"candidate_categories":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0037158788,0.0006144806,0.0009088859,0.00010516776,0.0012620073,0.0008488503,0.0015675465,0.00042373483,0.000014173613],"category_scores_gemma":[0.013659736,0.0003713842,0.00033071256,0.0006194746,0.0010755594,0.00033268266,0.0008158425,0.0007203036,7.955337e-7],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00007649807,0.00014614456,9.956923e-7,0.0010792053,0.00006788839,0.0000011805541,0.0020204228,0.0009769973,0.00027092258,0.9866036,0.002138536,0.0066175866],"study_design_scores_gemma":[0.00012956907,0.00034735422,0.0000014682116,0.000077739765,0.00012740708,0.000033958382,0.00023339385,0.006825121,0.0013879167,0.9166403,0.07366279,0.00053300796],"about_ca_topic_score_codex":0.000032646127,"about_ca_topic_score_gemma":0.00032138976,"teacher_disagreement_score":0.071524255,"about_ca_system_score_codex":0.00012698186,"about_ca_system_score_gemma":0.00037978674,"threshold_uncertainty_score":0.9998738},"labels":[],"label_agreement":null},{"id":"W3188492639","doi":"10.1142/9789811266140_0003","title":"Mean-field Particle Swarm Optimization","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes series, Institute For Mathematical Sciences","topic":"Sparse and Compressive Sensing Techniques","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Particle swarm optimization; Metaheuristic; Limit (mathematics); Mathematical optimization; Applied mathematics; Mathematics; Inertia; Convergence (economics); Field (mathematics); Computer science; Mathematical analysis; Physics; Classical mechanics","score_opus":0.0444219463271831,"score_gpt":0.25748432792288595,"score_spread":0.21306238159570284,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W3188492639","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.000058364585,0.00024352102,0.9063157,0.00068228925,0.00065962534,0.0005091998,0.000030988816,0.0015772658,0.08992307],"genre_scores_gemma":[0.14475773,0.0015452577,0.8088713,0.0015227331,0.002419083,0.0003756199,0.00031865455,0.00060475216,0.03958486],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9987807,0.000003785345,0.00030420616,0.00029827733,0.00029607245,0.00031693678],"domain_scores_gemma":[0.99928135,0.00026678585,0.00006433211,0.00024553988,0.00006492518,0.00007704467],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00015367329,0.0002982918,0.00034520563,0.000078239274,0.00021958131,0.00013902178,0.00030241738,0.00028785708,0.00009968551],"category_scores_gemma":[0.00022878997,0.00024077731,0.000121999656,0.00011852946,0.00028196545,0.0002383375,0.000058247853,0.00019678866,0.0000458784],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000008993247,0.0000073527995,2.4261027e-7,0.0001432364,0.000045180008,0.000008059115,0.00014206108,0.32855293,0.00021969361,0.6669381,0.0009481834,0.0029859196],"study_design_scores_gemma":[0.00009858013,0.00024994698,1.8674065e-7,0.00057017826,0.00008547588,0.000025449839,0.0000058941337,0.21479264,0.04028729,0.70661896,0.036688723,0.0005766929],"about_ca_topic_score_codex":0.0000067428437,"about_ca_topic_score_gemma":0.0001161817,"teacher_disagreement_score":0.14469936,"about_ca_system_score_codex":0.00003961263,"about_ca_system_score_gemma":0.000041648334,"threshold_uncertainty_score":0.9818614},"labels":[],"label_agreement":null},{"id":"W4322194903","doi":"10.1142/9789811272158_0012","title":"ADVANCES IN RECTANGULAR COLLOCATION FOR SOLUTION OF THE SCHRÖDINGER EQUATION: FROM OBVIATING INTEGRALS TO MACHINE LEARNING","year":2023,"lang":"en","type":"book-chapter","venue":"Lecture notes series, Institute For Mathematical Sciences","topic":"Metallurgy and Material Forming","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Queen's University","funders":"","keywords":"Collocation (remote sensing); Applied mathematics; Computer science; Mathematics; Mathematical analysis; Calculus (dental); Machine learning; Medicine","score_opus":0.042714323321444016,"score_gpt":0.26112337628097565,"score_spread":0.21840905295953164,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W4322194903","genre_codex":"methods","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":null,"domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.002695385,0.0010034177,0.9773634,0.00073835894,0.0026825322,0.0023392874,0.00021689301,0.0002657146,0.012694995],"genre_scores_gemma":[0.6088486,0.00084646815,0.3765116,0.00017382654,0.0015130747,0.0011930148,0.0008308256,0.0002931998,0.009789424],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99872756,0.000012001753,0.00049500406,0.00025995157,0.00026520417,0.00024030713],"domain_scores_gemma":[0.9991167,0.00047016313,0.00016481128,0.00014096072,0.000069330876,0.000038002934],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005788498,0.00023413765,0.00040119022,0.00012739601,0.00026301589,0.000056955465,0.00028623373,0.00019651673,0.000044537563],"category_scores_gemma":[0.001745901,0.00016447325,0.00011598354,0.00021048242,0.00016583514,0.0003544723,0.000057357025,0.00017146004,0.0000072964785],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00006476748,0.000012234768,0.000005984752,0.0014278196,0.00004695798,5.669984e-7,0.0011717398,0.19651204,0.009886033,0.7687025,0.000019323628,0.02215],"study_design_scores_gemma":[0.00023176389,0.00023024768,0.000003723451,0.0025529263,0.000080080164,0.0000027240221,0.000032007254,0.10840897,0.02221727,0.8250508,0.04073258,0.00045695744],"about_ca_topic_score_codex":0.000046057914,"about_ca_topic_score_gemma":0.0016204441,"teacher_disagreement_score":0.6061532,"about_ca_system_score_codex":0.000086974105,"about_ca_system_score_gemma":0.000057308207,"threshold_uncertainty_score":0.67070246},"labels":[],"label_agreement":null},{"id":"W623267829","doi":"10.1142/9013","title":"Notes on Forcing Axioms","year":2013,"lang":"en","type":"book","venue":"Lecture notes series, Institute For Mathematical Sciences","topic":"Computability, Logic, AI Algorithms","field":"Computer Science","cited_by":9,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Forcing (mathematics); Axiom; Mathematical economics; Mathematics; Computer science; Geometry; Mathematical analysis","score_opus":0.04155757746760199,"score_gpt":0.2703388827787761,"score_spread":0.2287813053111741,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W623267829","genre_codex":"methods","genre_gemma":"methods","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"methods","genre_consensus":"methods","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.00006414716,0.00025859298,0.9370506,0.006071028,0.0021122787,0.001947975,0.000054247343,0.0006168218,0.051824305],"genre_scores_gemma":[0.0098754065,0.00004093847,0.9637428,0.0023561378,0.0021141602,0.00057187467,0.00010964493,0.000117940974,0.02107112],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.9943657,0.00006790128,0.0009652984,0.0018913264,0.0014704784,0.0012393037],"domain_scores_gemma":[0.9942128,0.0032063466,0.00048494647,0.0014212652,0.00031355317,0.0003610899],"candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.0011122377,0.0010165394,0.0012428743,0.00036887533,0.0010816565,0.0013895397,0.004023498,0.00067285803,0.00017537229],"category_scores_gemma":[0.0027320927,0.00070573675,0.00051550753,0.0007608627,0.0018459121,0.0015263276,0.0009320763,0.00070737064,0.00033228888],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000009608596,0.00011831823,0.0000012161208,0.0004790349,0.000044585893,0.000011941031,0.0005188929,0.0033958121,0.00003458293,0.9507834,0.0010933452,0.04350927],"study_design_scores_gemma":[0.00021771845,0.0010479854,0.0000054640914,0.00045994308,0.00003950169,0.00009012313,0.000004021121,0.055454157,0.00085072644,0.8888065,0.052074276,0.00094957557],"about_ca_topic_score_codex":0.00006463573,"about_ca_topic_score_gemma":0.00020041999,"teacher_disagreement_score":0.061976884,"about_ca_system_score_codex":0.00042143365,"about_ca_system_score_gemma":0.00112785,"threshold_uncertainty_score":0.99964714},"labels":[],"label_agreement":null}]}