{"id":"W3081328502","doi":"10.1097/acm.0000000000003497","title":"Medical Education in the United States and Canada, 2020","year":2020,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Innovations in Medical Education","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Curriculum; Medical education; Medical school; Political science; Corporate governance; State (computer science); Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00332423,0.0004681442,0.0002765734,0.005261831,0.005236737,0.007318281,0.001359192,0.001810423,0.01373378],"category_scores_gemma":[0.01091498,0.0002928145,0.0003806761,0.00929281,0.001096245,0.001732268,0.002618905,0.001882539,0.003218769],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.06855956,"about_ca_system_score_gemma":0.2931547,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.979771,"about_ca_topic_score_gemma":0.9940646,"domain_scores_codex":[0.9947407,0.0001815806,0.0002253108,0.0002043626,0.003593412,0.00105474],"domain_scores_gemma":[0.9843879,0.0003648198,0.0004095053,0.0002139932,0.008937235,0.005686554],"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":[0.00008548446,0.00008090566,0.02627899,0.0003603956,0.00002078089,0.0001403788,0.001487664,0.0002081724,0.000344862,0.01190822,0.7909989,0.1680852],"study_design_scores_gemma":[0.00001425323,0.00002804562,0.08195062,0.0004069018,0.000008497908,0.0000646468,0.001834036,0.00008019769,0.0001205516,0.0004862531,0.9149882,0.00001787629],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"review","genre_scores_codex":[0.06713627,0.04457786,0.001021898,0.2734678,0.01414672,0.0007428521,0.1314724,0.0008344452,0.4665997],"genre_scores_gemma":[0.3060372,0.06079384,0.01480787,0.07847958,0.003192898,0.0007852977,0.09972644,0.0003072933,0.4358696],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.9314404,"threshold_uncertainty_score":0.4974368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01774782390100869,"score_gpt":0.347034456850998,"score_spread":0.3292866329499893,"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."}}