{"id":"W7133629356","doi":"10.15173/mi.v1i1.5018","title":"Beyond combining two cultures: The Arts & Science Program at 40","year":2022,"lang":"en","type":"book-chapter","venue":"","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"Division of Undergraduate Education; McMaster University","keywords":"The arts; Relevance (law); Arts in education; Key (lock); Curriculum","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":[],"consensus_categories":[],"category_scores_codex":[0.001891551,0.0004797043,0.0002593716,0.0006834106,0.008942311,0.009787456,0.001121502,0.002538405,0.01602671],"category_scores_gemma":[0.001727705,0.0002301154,0.0003177374,0.001084952,0.009210662,0.004840843,0.008845478,0.005607002,0.004174789],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0100978,"about_ca_system_score_gemma":0.02161411,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02450373,"about_ca_topic_score_gemma":0.07396264,"domain_scores_codex":[0.9982483,0.0005555473,0.00002512497,0.0001751506,0.0006225809,0.0003732871],"domain_scores_gemma":[0.9989679,0.0002189033,0.00003298467,0.00004425719,0.00009947486,0.0006365387],"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":[0.00003136147,0.00008371061,0.0004273757,0.0001385315,0.000004615324,0.0003933915,0.03947574,0.0002036282,0.0005006921,0.5134604,0.3382504,0.1070302],"study_design_scores_gemma":[0.000002819496,0.0000150364,0.0003085018,0.0001028371,0.000001362115,0.0000795935,0.00469143,0.00004900139,0.0001726198,0.0176143,0.9769557,0.000006839329],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.01220653,0.007519206,0.00177714,0.06925023,0.001817692,0.00008061231,0.0000818347,0.0001371015,0.9071296],"genre_scores_gemma":[0.1146422,0.005948135,0.003596549,0.0191235,0.0004676291,0.0001906721,0.0001176165,0.0001664898,0.8557473],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02450373,"threshold_uncertainty_score":0.07326502,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1196495653653188,"score_gpt":0.4586733277364737,"score_spread":0.3390237623711549,"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."}}