{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0108878,0.0005896321,0.0009515932,0.001914851,0.00548328,0.0187913,0.001091537,0.005404647,0.04006582],"category_scores_gemma":[0.02200668,0.0002649038,0.000483283,0.003480876,0.01900396,0.009623394,0.01100371,0.008023883,0.007124491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005443481,"about_ca_system_score_gemma":0.01388235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001137465,"about_ca_topic_score_gemma":0.001735732,"domain_scores_codex":[0.9834965,0.01036023,0.0008055595,0.001441764,0.002538755,0.001357065],"domain_scores_gemma":[0.977768,0.01129729,0.001549488,0.002451292,0.002091657,0.004842234],"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":[0.00002572148,0.00009815786,0.0006985615,0.0008192567,0.00002695115,0.00009654082,0.00765165,0.0001229528,0.0001383571,0.6832465,0.1732181,0.1338573],"study_design_scores_gemma":[0.000009819772,0.00002446283,0.0008386474,0.001197516,0.000005219197,0.0001231903,0.003478067,0.00004015136,0.00006011842,0.1712587,0.8229551,0.000008921934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003684533,0.112854,0.00533098,0.3082868,0.01724991,0.00009529774,0.00008945694,0.0001125882,0.5522964],"genre_scores_gemma":[0.3824673,0.1520176,0.01082239,0.1264688,0.01948305,0.0006053413,0.000252599,0.0002469858,0.3076359],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9599342,"threshold_uncertainty_score":0.1340336,"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."}}