{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.002367577,0.0001729956,0.000281561,0.0001784824,0.0001613705,0.00003421112,0.0002773702,0.0002936582,0.0003318323],"category_scores_gemma":[0.01742284,0.000117282,0.00004628396,0.0006953183,0.001021078,0.0001054186,0.00005195999,0.0005059524,0.0000180872],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001960849,"about_ca_system_score_gemma":0.04376233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008794277,"about_ca_topic_score_gemma":0.00003287553,"domain_scores_codex":[0.9964131,0.0001497159,0.0007342458,0.0003155063,0.002108091,0.0002793252],"domain_scores_gemma":[0.9974643,0.0001103648,0.0002628857,0.000465055,0.001247682,0.0004496991],"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":[0.0001032371,0.003223061,0.02747644,0.0005611504,0.00003458489,0.000001234802,0.001593885,4.370388e-7,0.00001775624,0.01444182,0.1593393,0.793207],"study_design_scores_gemma":[0.005581902,0.001346622,0.07515462,0.005582535,0.000306534,0.0005492378,0.008600116,0.02609557,0.0004512465,0.009683758,0.8659898,0.0006580765],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5404465,0.007280186,0.0006664897,0.4368616,0.005037736,0.002293998,0.000001750146,0.0001415625,0.007270164],"genre_scores_gemma":[0.9652989,0.0002879184,0.01254857,0.0175152,0.001462471,0.001093507,0.0003489223,0.00005203369,0.001392499],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.792549,"threshold_uncertainty_score":0.9908538,"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."}}