{"id":"W2238325717","doi":"10.1111/medu.12839","title":"The promise, perils, problems and progress of competency‐based medical education","year":2015,"lang":"en","type":"article","venue":"Medical Education","topic":"Innovations in Medical Education","field":"Medicine","cited_by":211,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Medical Council of Canada","funders":"","keywords":"Medical education; Medicine; Engineering ethics; Psychology; Engineering","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":[0.1108612,0.0004472065,0.0005606384,0.002020894,0.005847025,0.02436614,0.002396652,0.01020271,0.002470747],"category_scores_gemma":[0.13303,0.0004427018,0.0006370167,0.00148068,0.03955816,0.02937562,0.01153232,0.01933173,0.0006401897],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008317458,"about_ca_system_score_gemma":0.02367008,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004142092,"about_ca_topic_score_gemma":0.005049758,"domain_scores_codex":[0.9128738,0.05771877,0.003558297,0.002845587,0.01943035,0.003573259],"domain_scores_gemma":[0.7971839,0.159893,0.0111158,0.006624403,0.01723603,0.007946868],"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":[0.00009935151,0.0001438404,0.006618974,0.001474829,0.00004627497,0.0003827912,0.04050006,0.0005079249,0.0003635677,0.7455029,0.03037125,0.1739881],"study_design_scores_gemma":[0.00007917367,0.000425113,0.01409133,0.008526105,0.00007826807,0.001856024,0.1293103,0.002313123,0.001302917,0.4591066,0.3826868,0.0002242121],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.01168451,0.02479769,0.004257792,0.9202403,0.002244097,0.00003119771,0.00002279506,0.00004145261,0.03668017],"genre_scores_gemma":[0.849313,0.0310375,0.01222343,0.09808464,0.003343696,0.0001543842,0.00003817864,0.00007728613,0.005727859],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.1108612,"threshold_uncertainty_score":0.5862972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01673950418641754,"score_gpt":0.349995742318001,"score_spread":0.3332562381315834,"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."}}