{"meta":{"page":1,"per_page":50,"max_per_page":100,"total":3,"total_is_capped":false,"direct_labels_cover":0,"predictions_cover":3,"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":"4acf2ba0c614","filters":{"venue":"Studies in multidisciplinarity"}},"results":[{"id":"W1533912084","doi":"10.1016/s1571-0831(06)80008-0","title":"4 What is a medical theory?","year":2005,"lang":"en","type":"book-chapter","venue":"Studies in multidisciplinarity","topic":"Mental Health and Psychiatry","field":"Arts and Humanities","cited_by":18,"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":"","keywords":"Serendipity; Disease; Medical diagnosis; Medical research; Representation (politics); Task (project management); Cognitive science; Psychology; Data science; Epistemology; Computer science; Cognitive psychology; Medicine","authors":[{"name":"Paul Thagard","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1145708460669551,"gpt":0.3884043760555991,"spread":0.273833529988644,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0009460778,0.0004754648,0.0007414344,0.0001551529,0.0006773183,0.00008186122,0.000353848,0.0003350078,0.01759252],"category_scores_gemma":[0.00003496553,0.0003837169,0.000213154,0.00001184976,0.00144714,0.0002393903,0.0005125297,0.001019854,0.0008286427],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002148614,"about_ca_system_score_gemma":0.00013491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004092916,"about_ca_topic_score_gemma":0.01214775,"domain_scores_codex":[0.9975332,0.00005892994,0.0007145809,0.0005766856,0.0006495491,0.000467081],"domain_scores_gemma":[0.9987498,0.0003035713,0.0002122381,0.0004311103,0.0001054195,0.0001978832],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001065924,0.0001035086,0.00005578116,0.0005821126,0.0001502156,0.00004842907,0.1093506,1.203853e-7,7.178355e-9,0.8368849,0.0243302,0.02838754],"study_design_scores_gemma":[0.0005762314,0.00009599959,0.00002211221,0.002002535,0.0000444134,0.000005476957,0.02403481,0.00001238091,2.743957e-7,0.2608987,0.7118743,0.0004328021],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0005373206,0.06612433,7.657707e-7,0.006865965,0.01121044,0.0005572835,0.000128101,0.00007525183,0.9145005],"genre_scores_gemma":[0.004819151,0.03906161,0.00006632881,0.002547328,0.005132434,0.00006030755,0.00004438949,0.00006829913,0.9482002],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6875441,"threshold_uncertainty_score":0.9999493,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1500780220","doi":"10.1016/s1571-0831(04)80046-7","title":"18 Visualising, interacting and experimenting with lattices using a diagrammatic representation","year":2005,"lang":"en","type":"book-chapter","venue":"Studies in multidisciplinarity","topic":"Cellular Automata and Applications","field":"Computer Science","cited_by":7,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Diagrammatic reasoning; Representation (politics); Lattice (music); Diagram; State diagram; Computer science; Theoretical computer science; State (computer science); Statistical physics; Theoretical physics; Physics; Algorithm; Programming language","authors":[{"name":"Kamran Sedig","is_ca":true},{"name":"Jim Morey","is_ca":true},{"name":"Robert E. Mercer","is_ca":true},{"name":"Wayne Wilson","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1712583812925098,"gpt":0.4315726093428609,"spread":0.2603142280503511,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003196874,0.0003069149,0.0004356406,0.0001779826,0.0004232959,0.0001800269,0.0003108968,0.00009408475,0.000007480857],"category_scores_gemma":[0.00006245462,0.0002732661,0.00005416471,0.0001085266,0.0002402073,0.0005114875,0.001235807,0.0003127464,0.000005009876],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001671559,"about_ca_system_score_gemma":0.00003295538,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006484458,"about_ca_topic_score_gemma":0.0002747377,"domain_scores_codex":[0.9983034,0.00003785436,0.0004604881,0.0006897155,0.0002587887,0.0002497621],"domain_scores_gemma":[0.9985434,0.0003730001,0.000432596,0.000503863,0.00009840771,0.00004867282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001065119,0.0008386806,0.03288954,0.002752573,0.00188981,0.0005987667,0.2962902,0.002853782,0.003924616,0.4296834,0.0002926588,0.2278795],"study_design_scores_gemma":[0.002812963,0.0002505296,0.006091327,0.008443805,0.0004324167,0.0002910817,0.01847968,0.913018,0.00212945,0.04137667,0.003380512,0.003293533],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6582196,0.0316649,0.1606189,0.001365387,0.00150633,0.004437378,0.00002278903,0.001131807,0.1410329],"genre_scores_gemma":[0.8375,0.0008174244,0.151171,0.00002794022,0.0003053726,0.0001024208,0.00001832549,0.0000698327,0.009987746],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9101642,"threshold_uncertainty_score":0.9999719,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null},{"id":"W1524905720","doi":"10.1016/s1571-0831(04)80045-5","title":"17 A descriptive framework for designing interaction for visual abstractions","year":2005,"lang":"en","type":"book-chapter","venue":"Studies in multidisciplinarity","topic":"Design Education and Practice","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false},"ca_institutions":"Western University","funders":"","keywords":"Computer science; Cognition; Human–computer interaction; Cognitive science; Visual reasoning; Descriptive research; Artificial intelligence; Psychology; Mathematics; Neuroscience","authors":[{"name":"Kamran Sedig","is_ca":true},{"name":"Jim Morey","is_ca":true}],"retraction":null,"screen_n_in":null,"score":{"opus":0.1644226764826903,"gpt":0.4318569080213792,"spread":0.2674342315386889,"validation_status":"score_only:v0-immature-baseline"},"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004915723,0.0004215002,0.0005124143,0.0002505966,0.0003460215,0.00005115015,0.0001376543,0.00041926,0.00008493193],"category_scores_gemma":[0.0005428595,0.000469086,0.0002091339,0.00004684544,0.0001122342,0.0003431751,0.00006266018,0.0008797899,0.0000427506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008898561,"about_ca_system_score_gemma":0.00006150382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004840614,"about_ca_topic_score_gemma":0.0002281193,"domain_scores_codex":[0.9985441,0.00001953148,0.0005372975,0.0004154251,0.0001395464,0.0003441293],"domain_scores_gemma":[0.9966047,0.002622471,0.0002086951,0.0002226288,0.000273948,0.0000676017],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003228143,0.001469781,0.0001796139,0.006605088,0.007307569,0.00003556703,0.1291604,0.06731507,0.0008125793,0.3179484,0.1936235,0.2723143],"study_design_scores_gemma":[0.001912853,0.0005431165,0.0003173437,0.002601433,0.0008146112,0.00002707234,0.03139094,0.02986309,0.0005600379,0.280417,0.6491446,0.002407908],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.0005271568,0.007104205,0.7580971,0.001340062,0.0166666,0.005962289,0.0004062125,0.0008406149,0.2090558],"genre_scores_gemma":[0.1283739,0.007480801,0.5992779,0.0001945997,0.007555397,0.005412911,0.0003876825,0.0007105864,0.2506062],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.4555211,"threshold_uncertainty_score":0.9997761,"prediction_status":"machine_predicted_unvalidated"},"labels":[],"label_agreement":null}]}