{"id":"W4412630494","doi":"10.1007/s40670-025-02465-x","title":"The Culture of Academic Medicine Initiative (CAMi): Advancing Systems-Level Wellbeing in Medical Education Through a National Change Management Approach","year":2025,"lang":"en","type":"article","venue":"Medical Science Educator","topic":"Innovations in Medical Education","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Dalhousie University; McMaster University","funders":"","keywords":"Medical education; Academic medicine; Psychology; Medicine","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":[0.02639334,0.000512645,0.0004839256,0.001348465,0.006946969,0.007795197,0.002882862,0.003728651,0.00482267],"category_scores_gemma":[0.02614714,0.0003042842,0.0006701503,0.001621988,0.005144641,0.004419566,0.0170817,0.01083528,0.0006157946],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008018557,"about_ca_system_score_gemma":0.08367037,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007549942,"about_ca_topic_score_gemma":0.02374719,"domain_scores_codex":[0.9873176,0.00435336,0.0004470336,0.0006464327,0.005379241,0.001856286],"domain_scores_gemma":[0.9561253,0.005782349,0.002168238,0.001658428,0.004051559,0.03021415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002462995,0.003367306,0.0331986,0.001254033,0.0001785834,0.0002214281,0.01351126,0.0006491526,0.003710744,0.1129855,0.234009,0.5966682],"study_design_scores_gemma":[0.0005715446,0.00317857,0.1449294,0.00229202,0.0002327705,0.0004853565,0.04322989,0.002733905,0.01335487,0.06815112,0.7206309,0.0002096276],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.07226668,0.004503183,0.01485769,0.7873712,0.01059821,0.0007966367,0.0006831394,0.000644692,0.1082787],"genre_scores_gemma":[0.7027563,0.007725038,0.1047992,0.1527385,0.002759651,0.002200219,0.001178137,0.000296156,0.02554673],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.02639334,"threshold_uncertainty_score":0.139583,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05817397019784679,"score_gpt":0.4263228270832439,"score_spread":0.3681488568853971,"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."}}