{"id":"W2626945990","doi":"10.1503/cmaj.1095418","title":"Specialty medical education being transformed","year":2017,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Dental Education, Practice, Research","field":"Health Professions","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Specialty; Competence (human resources); Medical education; Medicine; Medical history; Graduate medical education; Family medicine; Surgery; Management; Accreditation","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.005827063,0.0004282548,0.0002971936,0.001183076,0.005298893,0.006514736,0.0009880785,0.004928283,0.04453691],"category_scores_gemma":[0.0155502,0.000294619,0.0005886739,0.001297562,0.005007931,0.005724826,0.006558456,0.009588907,0.008568095],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01421055,"about_ca_system_score_gemma":0.04291499,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06436115,"about_ca_topic_score_gemma":0.1272284,"domain_scores_codex":[0.9925351,0.001065119,0.0001866983,0.0005590279,0.003243226,0.002410738],"domain_scores_gemma":[0.9776273,0.0009050109,0.0004484681,0.0004350526,0.005103612,0.01548061],"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":[0.00002827237,0.0001024146,0.001724485,0.0001360335,0.00001012829,0.0001548541,0.001901425,0.00009912299,0.0004252192,0.05974064,0.8146455,0.121032],"study_design_scores_gemma":[0.00001149751,0.00002365679,0.001935392,0.0002068265,0.000002803854,0.0001358158,0.001250281,0.00005030544,0.00007595975,0.006120675,0.990177,0.000009803218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.007092576,0.007466771,0.002217099,0.8452178,0.03126754,0.00003809978,0.0003886146,0.0003243131,0.1059871],"genre_scores_gemma":[0.1965135,0.01665946,0.009247405,0.6038393,0.01919498,0.0000781324,0.0008847116,0.0004062308,0.1531762],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.9857895,"threshold_uncertainty_score":0.1489908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03608216123603716,"score_gpt":0.4718854551857877,"score_spread":0.4358032939497506,"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."}}