{"id":"W7133497630","doi":"10.1093/acamed/wvaf090","title":"From compliance to commitment","year":2025,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"HCA Healthcare","keywords":"Compliance (psychology); Autonomy; Coaching; Situated; Bureaucracy; Identity (music); Professional development; Process (computing)","routes":{"ca_aff":true,"ca_fund":false,"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":[0.02716679,0.0004421138,0.0003899045,0.001086565,0.004649598,0.01079931,0.001648395,0.002850227,0.006497756],"category_scores_gemma":[0.1138347,0.0004527355,0.0006281632,0.0007731433,0.01749114,0.008567297,0.01514956,0.008833082,0.001430689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005005096,"about_ca_system_score_gemma":0.01260384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001785275,"about_ca_topic_score_gemma":0.001433929,"domain_scores_codex":[0.9398214,0.03658016,0.003074629,0.003806365,0.01303615,0.003681369],"domain_scores_gemma":[0.9335764,0.02895002,0.00752942,0.008426392,0.01260965,0.008908222],"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":[0.0001847078,0.0003723878,0.02915769,0.0006411933,0.00009830594,0.0005729928,0.1190706,0.0006792606,0.001632463,0.5730178,0.03318696,0.2413856],"study_design_scores_gemma":[0.0001136535,0.0009886742,0.0295901,0.00328106,0.00009008873,0.00179007,0.1398222,0.002776121,0.00505392,0.4698071,0.3464263,0.0002607147],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"commentary","genre_scores_codex":[0.2716911,0.002892598,0.08345188,0.2284348,0.003257627,0.0005727992,0.0002128527,0.0006392517,0.4088469],"genre_scores_gemma":[0.9663023,0.0007525683,0.008746095,0.01157103,0.0002054769,0.0002684206,0.00007567462,0.0001559987,0.01192252],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.02716679,"threshold_uncertainty_score":0.1436734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0667700475783706,"score_gpt":0.4428492289071353,"score_spread":0.3760791813287647,"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."}}