{"id":"W2987044397","doi":"10.1097/acm.0000000000003055","title":"We Must Graduate Physicians, Not Doctors","year":2019,"lang":"en","type":"article","venue":"Academic Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"American Water (Canada)","funders":"","keywords":"Internship; Salary; Workforce; Physician supply; Family medicine; Graduate medical education; Curriculum; Medical education; Medical school; Medicine; Position (finance); Psychology; Political science; Business; Accreditation; Finance","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":[0.007204803,0.0006090149,0.0007626888,0.001014375,0.005992946,0.009218656,0.001265122,0.009164179,0.04562709],"category_scores_gemma":[0.02859392,0.0006258335,0.0005224912,0.0007033917,0.01230017,0.01014374,0.007839371,0.02113832,0.03608577],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003935697,"about_ca_system_score_gemma":0.01579333,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004467667,"about_ca_topic_score_gemma":0.007412329,"domain_scores_codex":[0.9896111,0.002634038,0.0003911562,0.001429375,0.003731088,0.002203236],"domain_scores_gemma":[0.9609095,0.004125857,0.001622747,0.001973039,0.006844145,0.02452485],"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":[0.0000229524,0.00006836289,0.001670577,0.0001277995,0.00001034275,0.0001078747,0.00146205,0.00002495287,0.0002198243,0.04441943,0.9189606,0.0329051],"study_design_scores_gemma":[0.00001483386,0.00003836595,0.000997541,0.0002221541,0.00000433384,0.0001822297,0.001388959,0.00001626606,0.00008366087,0.0114345,0.9856055,0.0000116734],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001836505,0.005608245,0.0008877164,0.9281487,0.02145351,0.00003459273,0.00009827062,0.0001461523,0.04178625],"genre_scores_gemma":[0.03679588,0.006671828,0.00232847,0.8237466,0.01143787,0.00007912212,0.0002166887,0.0001534468,0.1185701],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.04562709,"threshold_uncertainty_score":0.1526378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1370434208729847,"score_gpt":0.4814150534478888,"score_spread":0.3443716325749041,"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."}}