{"meta":{"query_hash":"b741fb79cea9","filters":{"venue":"WER"},"cohort_total":8,"direct_labels_cover":0,"predictions_cover":8,"exported":8,"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/b741fb79cea9","api":"https://metacan.xera.ac/api/v1/cohort?venue=WER"},"results":[{"id":"W11320656","doi":"10.1007/s004410000313","title":"Satisficing the Conflicting Software Qualities of Maintainability and Performance at the Source Code Level.","year":2004,"lang":"en","type":"article","venue":"WER","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":10,"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":"Maintainability; Computer science; Heuristics; Software engineering; Code refactoring; Source code; Software; Software system; Source lines of code; XML; Software quality; Quality (philosophy); Database; Software development; Programming language; World Wide Web; Operating system","score_opus":0.05543233139380807,"score_gpt":0.2993990449811356,"score_spread":0.24396671358732755,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W11320656","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":[0.40817276,0.00017983433,0.590928,0.00045754894,0.00007644456,0.00007100642,0.0000016328278,0.00009835975,0.000014404896],"genre_scores_gemma":[0.8052784,0.000015110215,0.19427179,0.00014628684,0.000020721573,0.000010123952,2.58763e-7,0.0000074240756,0.00024988592],"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","domain_scores_codex":[0.9991383,0.000113102826,0.00018237502,0.00019442785,0.00016724436,0.0002045693],"domain_scores_gemma":[0.9971565,0.0021568073,0.00008772907,0.00051729614,0.000060117967,0.000021519545],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0012124411,0.00010318965,0.00013157136,0.000019291701,0.00030214564,0.000032703287,0.00043147703,0.000033241442,0.0000025763065],"category_scores_gemma":[0.0017014288,0.000060192124,0.000029821427,0.000119915414,0.00029130897,0.00016837569,0.00043356232,0.00014995322,0.0000018288789],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.000031328473,0.000020644595,0.032015756,0.00028239953,0.000046682333,0.0000032893236,0.058401708,0.72286195,0.0009591335,0.032664146,0.0000642419,0.15264875],"study_design_scores_gemma":[0.0025385548,0.00070076756,0.6987833,0.00062463636,0.000065683904,0.00037840597,0.017430926,0.016936451,0.11046419,0.13055274,0.019661108,0.0018632414],"about_ca_topic_score_codex":0.00007554943,"about_ca_topic_score_gemma":0.000027411805,"teacher_disagreement_score":0.70592546,"about_ca_system_score_codex":0.00007382815,"about_ca_system_score_gemma":0.000032613214,"threshold_uncertainty_score":0.24545635},"labels":[],"label_agreement":null},{"id":"W127986474","doi":"","title":"Defining Strategic Dependency Situations in Requirements Elicitation.","year":2006,"lang":"en","type":"article","venue":"WER","topic":"Multi-Agent Systems and Negotiation","field":"Computer Science","cited_by":19,"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":"Intentionality; Requirements elicitation; Autonomy; Agency (philosophy); Dependency (UML); Computer science; Knowledge management; Process (computing); Face (sociological concept); Process management; Management science; Software; Business; Requirements analysis; Engineering; Software engineering; Sociology; Epistemology; Political science","score_opus":0.0327439320032394,"score_gpt":0.2767083534875883,"score_spread":0.24396442148434894,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W127986474","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.5555684,0.00023502272,0.39678296,0.00051787705,0.00058460346,0.0002693513,0.0000021946446,0.00012758016,0.045912027],"genre_scores_gemma":[0.9907037,0.0000018814825,0.008819803,0.000054695953,0.00003350529,0.00001516859,0.000010141257,0.0000034290576,0.00035769984],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","domain_scores_codex":[0.999262,0.000038133105,0.00021258683,0.00017146942,0.00018527766,0.0001305393],"domain_scores_gemma":[0.99967724,0.000029826828,0.00006788266,0.00016968191,0.000036928213,0.00001846832],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00018078757,0.00005719329,0.000059021695,0.00010128569,0.000072529096,0.00007734014,0.00016070597,0.00003109352,0.000028666593],"category_scores_gemma":[0.000010466804,0.00005632567,0.00001947088,0.00022803363,0.0000050982794,0.00038990803,0.000024443845,0.00004155487,0.00020824968],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0000012449442,0.00012392773,0.032020137,0.00001200893,0.0000049415585,0.00001008036,0.0007623444,0.0026163743,0.0047553754,0.9555795,0.0008171961,0.003296839],"study_design_scores_gemma":[0.0016536628,0.00006584547,0.611409,0.00010774396,0.000007895236,0.000008297384,0.00026533636,0.2395852,0.0016720669,0.14353272,0.001184589,0.00050762226],"about_ca_topic_score_codex":0.0005389262,"about_ca_topic_score_gemma":0.00061598106,"teacher_disagreement_score":0.8120468,"about_ca_system_score_codex":0.00004077509,"about_ca_system_score_gemma":0.00003246667,"threshold_uncertainty_score":0.26766977},"labels":[],"label_agreement":null},{"id":"W15946086","doi":"","title":"Evaluating the Effectiveness of Using Catalogues to Elicit Non-Functional Requirements.","year":2007,"lang":"en","type":"article","venue":"WER","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":32,"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; Task (project management); Requirements elicitation; Work (physics); Order (exchange); Functional requirement; Software; Software engineering; Data science; Knowledge management; Requirements analysis; Systems engineering; Engineering; Programming language","score_opus":0.19163731440205595,"score_gpt":0.42968871028012634,"score_spread":0.2380513958780704,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W15946086","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":[0.3035147,0.000026075686,0.6957993,0.000010527859,0.00045734868,0.00010790479,3.631211e-7,0.000051255334,0.000032519827],"genre_scores_gemma":[0.5423356,1.961195e-7,0.4575711,0.000034531968,0.00003712265,0.000005185356,9.157485e-7,0.000004848825,0.000010480987],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99909866,0.00013766799,0.00014626751,0.0001846367,0.00025448212,0.00017826648],"domain_scores_gemma":[0.99770474,0.0018037399,0.00004743013,0.0003372106,0.00007962037,0.000027236016],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004373447,0.00007617416,0.00010463735,0.00006429989,0.00007528759,0.000013707532,0.00033579898,0.000025635798,0.0000011061302],"category_scores_gemma":[0.0013744003,0.000056148834,0.00003158335,0.00030296462,0.00003127888,0.00016051176,0.00020089497,0.00006963803,0.00000863231],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00005800653,0.00002469481,0.0032673043,0.000046092442,0.000031162966,0.0000037680977,0.0005858113,0.56739086,0.4064887,0.003623834,0.000018437866,0.018461358],"study_design_scores_gemma":[0.0009187605,0.0006071754,0.41458884,0.00040751824,0.000033677898,0.00003707446,0.00016704743,0.06718878,0.48817328,0.02692893,0.00028294369,0.0006659788],"about_ca_topic_score_codex":0.000024127658,"about_ca_topic_score_gemma":0.0000015846205,"teacher_disagreement_score":0.50020206,"about_ca_system_score_codex":0.00006513819,"about_ca_system_score_gemma":0.000028264249,"threshold_uncertainty_score":0.2289683},"labels":[],"label_agreement":null},{"id":"W165813828","doi":"","title":"A Tool for Formal Feature Modeling Based on BDDs and Product Families Algebra.","year":2010,"lang":"en","type":"article","venue":"WER","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"McMaster University","funders":"","keywords":"Binary decision diagram; Notation; Computer science; Feature model; Feature (linguistics); Theoretical computer science; Formalism (music); Product (mathematics); Programming language; Algebra over a field; Mathematics; Software","score_opus":0.0225354677155848,"score_gpt":0.2702688416240051,"score_spread":0.24773337390842032,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W165813828","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":[0.06326027,0.000045045337,0.9351118,0.0005215235,0.00054769986,0.00017877562,0.0000023584626,0.000292913,0.00003960237],"genre_scores_gemma":[0.2966816,0.0000012915245,0.70294404,0.00016691691,0.00008035385,0.00003335254,9.833842e-7,0.000008185488,0.00008325075],"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","domain_scores_codex":[0.9993238,0.000013357163,0.000071948794,0.00027118984,0.00009865692,0.00022106955],"domain_scores_gemma":[0.99923104,0.00028987008,0.00001931666,0.0003823544,0.000048188882,0.000029253462],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003419361,0.00010797087,0.00010549238,0.000060685932,0.000088544395,0.000049649218,0.0002487043,0.000054906377,7.819383e-7],"category_scores_gemma":[0.00080474885,0.00008862067,0.00003038163,0.00008540413,0.000023171795,0.00024909386,0.000078296456,0.00019148621,0.0000014076464],"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":[0.0000598021,0.000040450926,0.00017807895,0.00011519015,0.000013604891,0.000004671781,0.0007036272,0.7287725,0.017993005,0.04141352,0.0007660782,0.20993944],"study_design_scores_gemma":[0.00027381763,0.00007694722,0.00043651,0.00001289433,0.0000029995665,0.0000046567816,0.000007805724,0.983641,0.0054125437,0.007557185,0.0023821883,0.00019142388],"about_ca_topic_score_codex":8.3146506e-7,"about_ca_topic_score_gemma":0.0000013075307,"teacher_disagreement_score":0.25486848,"about_ca_system_score_codex":0.0000070434608,"about_ca_system_score_gemma":0.000022689765,"threshold_uncertainty_score":0.3613846},"labels":[],"label_agreement":null},{"id":"W169915107","doi":"","title":"Business process monitoring and alignment: An approach based on the user requirements notation and business intelligence tools","year":2007,"lang":"en","type":"article","venue":"WER","topic":"Big Data and Business Intelligence","field":"Business, Management and Accounting","cited_by":39,"is_retracted":false,"has_abstract":true,"route_ca_aff":true,"route_ca_fund":false,"route_ca_venue":false,"route_about_ca":false,"ca_institutions":"Ottawa Hospital; Carleton University; University of Ottawa","funders":"","keywords":"Artifact-centric business process model; Business process modeling; Business Process Model and Notation; Process management; Computer science; Business process; Business process discovery; Process (computing); Business rule; Process modeling; Business intelligence; Business process management; Notation; Business requirements; Knowledge management; Work in process; Engineering; Operations management","score_opus":0.11730655814226304,"score_gpt":0.31689699191218784,"score_spread":0.1995904337699248,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W169915107","genre_codex":"empirical","genre_gemma":"empirical","domain_codex":null,"domain_gemma":null,"model_version":"codex-gemma-dda1882f352a","genre_candidate":"empirical","genre_consensus":"empirical","domain_candidate":null,"domain_consensus":null,"prediction_status":"machine_predicted_unvalidated","genre_scores_codex":[0.8892909,0.00013541864,0.09821088,0.0011547584,0.00079768803,0.0007801421,0.0000073997066,0.00015429789,0.009468495],"genre_scores_gemma":[0.9972239,0.000029001661,0.0007098374,0.00106819,0.00075764285,0.000038297192,0.000060816263,0.00003400065,0.000078307654],"study_design_codex":"design_other","study_design_gemma":"observational","domain_scores_codex":[0.99832326,0.000011700039,0.00032726917,0.0005054099,0.00047159274,0.00036075324],"domain_scores_gemma":[0.99870133,0.00009187391,0.00018649813,0.00038085232,0.00061309995,0.000026325357],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00087236025,0.00027067526,0.00017550458,0.00020077091,0.0003963715,0.0007931048,0.00034411036,0.00009397065,0.000062636485],"category_scores_gemma":[0.0003287194,0.00019291368,0.000017362156,0.0010430387,0.00016161245,0.0024723508,0.00012859177,0.00013483118,0.00002959661],"study_design_candidate":"observational","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0013100343,0.001988978,0.34131932,0.00382186,0.00011960171,0.0000586195,0.0011544881,0.005713047,0.006429618,0.06817078,0.0011829508,0.5687307],"study_design_scores_gemma":[0.00088721584,0.00004186355,0.9080253,0.0010496604,0.00019936953,0.0000134537,0.00371527,0.04116888,0.0088859545,0.004001458,0.030365612,0.0016459351],"about_ca_topic_score_codex":0.00016623193,"about_ca_topic_score_gemma":0.000012194009,"teacher_disagreement_score":0.5670848,"about_ca_system_score_codex":0.000023435156,"about_ca_system_score_gemma":0.000020439531,"threshold_uncertainty_score":0.78667915},"labels":[],"label_agreement":null},{"id":"W2155511907","doi":"","title":"From Early Requirements Modeled by the i* Technique to Later Requirements Modeled in Precise UML","year":2000,"lang":"en","type":"article","venue":"WER","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":29,"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":"Computer science; Requirements analysis; Software requirements specification; System requirements specification; Unified Modeling Language; Non-functional requirement; Requirements elicitation; Requirement; Requirements engineering; Functional requirement; Requirements management; Business requirements; Software engineering; Consistency (knowledge bases); Systems engineering; Software development; Business process; Software; Programming language; Software design; Engineering; Artificial intelligence; Work in process","score_opus":0.04439195995430563,"score_gpt":0.30831120162019127,"score_spread":0.26391924166588565,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W2155511907","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":[0.1728865,0.00005981193,0.8253584,0.00036934868,0.00014754632,0.00050552835,0.000008111696,0.00032531368,0.0003394684],"genre_scores_gemma":[0.493304,0.000012351734,0.504305,0.00037911252,0.00003315149,0.00029630092,0.0000039277547,0.000025747073,0.0016404055],"study_design_codex":"simulation_or_modeling","study_design_gemma":"bench_or_experimental","domain_scores_codex":[0.99821377,0.00016349141,0.00031681627,0.00053462066,0.00034193147,0.00042936637],"domain_scores_gemma":[0.99869233,0.00016489209,0.000043845575,0.0009823703,0.000037456455,0.00007908177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000512858,0.00021423148,0.00022109052,0.00008393874,0.00006721021,0.000085813175,0.0012381122,0.000099726436,0.00007022399],"category_scores_gemma":[0.00010891178,0.00016491089,0.000046760757,0.00035843372,0.000029647264,0.00076011784,0.0002629842,0.00020655735,0.000113943366],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.0002652269,0.00034797096,0.0010688347,0.000019441615,0.00010806159,0.00006666284,0.009172635,0.5256231,0.14545245,0.00070522615,0.01074279,0.30642763],"study_design_scores_gemma":[0.0047098524,0.00078906043,0.0073257606,0.00064297445,0.000044714277,0.000014380765,0.000055979457,0.28076133,0.3438584,0.33423325,0.02423418,0.0033301353],"about_ca_topic_score_codex":0.00015045458,"about_ca_topic_score_gemma":0.000007477109,"teacher_disagreement_score":0.333528,"about_ca_system_score_codex":0.000119758486,"about_ca_system_score_gemma":0.000019337249,"threshold_uncertainty_score":0.6724871},"labels":[],"label_agreement":null},{"id":"W78359622","doi":"","title":"Towards Variability Design as Decision Boundary Placement.","year":2007,"lang":"en","type":"article","venue":"WER","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":3,"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":"Computer science; Decision process; Decision boundary; Decision support system; Decision engineering; Graph; Business decision mapping; Data mining; Theoretical computer science; Machine learning; Management science; Engineering","score_opus":0.04254172863597103,"score_gpt":0.3284622840882953,"score_spread":0.2859205554523243,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W78359622","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":[0.0024335387,0.00008548692,0.9941286,0.00007272516,0.0011099727,0.00013223333,3.88308e-7,0.0005512551,0.0014858011],"genre_scores_gemma":[0.041902892,0.000005114915,0.9576802,0.00018426518,0.000051391355,0.000005659899,3.9056826e-7,0.0000087984145,0.00016125191],"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","domain_scores_codex":[0.99877954,0.00011468959,0.00019834012,0.00034719458,0.00024736475,0.00031284624],"domain_scores_gemma":[0.99687946,0.0022833266,0.00003915305,0.00064964494,0.0000639605,0.00008445177],"candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0039075767,0.00012181172,0.00013133655,0.0000725351,0.00009468477,0.00006545877,0.00061760284,0.00007408397,0.0000418336],"category_scores_gemma":[0.0030855907,0.000108835186,0.000040646635,0.00027157867,0.00005054158,0.00032103967,0.00028065432,0.00014613755,0.00009217037],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00012487007,0.00010753676,0.0002892051,0.000018077502,0.000026917449,0.000078648474,0.000987017,0.07514991,0.0029353627,0.031485803,0.0029972142,0.8857994],"study_design_scores_gemma":[0.0007972327,0.00038788037,0.013577804,0.000044904304,0.000009829641,0.000064968735,0.000044921533,0.0071998183,0.041869633,0.8661867,0.069071464,0.00074486324],"about_ca_topic_score_codex":0.0000043600576,"about_ca_topic_score_gemma":4.8735575e-7,"teacher_disagreement_score":0.8850546,"about_ca_system_score_codex":0.000114323775,"about_ca_system_score_gemma":0.00008669725,"threshold_uncertainty_score":0.44381702},"labels":[],"label_agreement":null},{"id":"W98167995","doi":"","title":"Método ERi*c - Engenharia de Requisitos Intencional.","year":2008,"lang":"es","type":"article","venue":"WER","topic":"Advanced Software Engineering Methodologies","field":"Computer Science","cited_by":2,"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":"Intentionality; Computer science; Artificial intelligence; Management science; Epistemology; Philosophy; Engineering","score_opus":0.061592156713534185,"score_gpt":0.30068877934289995,"score_spread":0.23909662262936576,"validation_status":"score_only:v0-immature-baseline","prediction":{"id":"W98167995","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":[0.033055555,0.0015950754,0.9613589,0.00057089655,0.0019660664,0.000119977645,0.000006514946,0.00060760736,0.0007193775],"genre_scores_gemma":[0.24412225,0.00035503772,0.753096,0.00043876623,0.00045916357,0.00001906174,0.0000020800169,0.00003518251,0.0014724428],"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","domain_scores_codex":[0.99798167,0.00021908931,0.00030163524,0.0005425917,0.0003389786,0.0006160323],"domain_scores_gemma":[0.99786603,0.0009115866,0.00009940756,0.00081666984,0.00013602142,0.00017026837],"candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006094006,0.00028113188,0.0003143386,0.00012896485,0.00022017056,0.00007235074,0.0010475246,0.00018862175,0.0001216022],"category_scores_gemma":[0.0019661149,0.00028130744,0.00012838408,0.00037499747,0.00020235321,0.00044716985,0.0005068333,0.000442486,0.00042623645],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_system_candidate":false,"about_ca_system_consensus":false,"study_design_scores_codex":[0.00023992038,0.00085252925,0.020369815,0.00066578377,0.00074627687,0.0052192477,0.027818339,0.16643322,0.089710005,0.4547998,0.07229576,0.16084929],"study_design_scores_gemma":[0.0027215644,0.0012868455,0.26814568,0.000973067,0.00014579603,0.0037889977,0.00038035924,0.041086774,0.09722754,0.12123181,0.45774502,0.005266567],"about_ca_topic_score_codex":0.000016922106,"about_ca_topic_score_gemma":5.558885e-7,"teacher_disagreement_score":0.38544923,"about_ca_system_score_codex":0.00015209391,"about_ca_system_score_gemma":0.00019862827,"threshold_uncertainty_score":0.9999639},"labels":[],"label_agreement":null}]}