{"id":"W4234688672","doi":"10.31532/interdiscipeducpsychol","title":"Interdisciplinary Education and Psychology","year":2018,"lang":"en","type":"paratext","venue":"Interdisciplinary Education and Psychology","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Psychology; Sociology; Mathematics education; Psychoanalysis; Epistemology; Philosophy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002438698,0.0009969396,0.001292499,0.002682564,0.001279953,0.000925159,0.001925968,0.00135886,0.01338469],"category_scores_gemma":[0.0002932237,0.0008488391,0.0002921926,0.001558429,0.001748204,0.0009381415,0.004312547,0.001406647,0.0153309],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002047458,"about_ca_system_score_gemma":0.001785335,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001214784,"about_ca_topic_score_gemma":0.0002533709,"domain_scores_codex":[0.9912674,0.001411545,0.002132483,0.003130699,0.001061727,0.000996153],"domain_scores_gemma":[0.9932589,0.0006617356,0.001136839,0.002346237,0.001804214,0.0007920854],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005938438,0.001091031,0.000208092,0.0000640387,0.00007997452,0.000005701258,0.005782384,3.985043e-7,0.0002009404,0.0004943691,0.8169503,0.174529],"study_design_scores_gemma":[0.0008165176,0.002719722,0.009902566,0.0003829517,0.00007721184,0.001334583,0.01718305,0.000101051,0.00002745398,0.1113371,0.8550097,0.001108131],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.07519047,0.01187927,0.002190323,0.07823642,0.04892195,0.001555413,0.0003148726,0.00009580179,0.7816155],"genre_scores_gemma":[0.2855799,0.00137915,0.001255711,0.009952476,0.008771823,0.001001555,0.001468296,0.0001973094,0.6903938],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2103894,"threshold_uncertainty_score":0.9999376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0771205693740043,"score_gpt":0.5302241698715062,"score_spread":0.4531036004975019,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}