{"id":"W4382918507","doi":"10.1001/jamainternmed.2023.2679","title":"Chief Residency—More Than Just Teaching and Scheduling","year":2023,"lang":"en","type":"letter","venue":"JAMA Internal Medicine","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"The Wilson Centre; University of Toronto; University Health Network; Health Sciences Centre; Women in Science and Engineering Newfoundland and Labrador; Sunnybrook Health Science Centre","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Psychiatry","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":[0.001815045,0.0004469165,0.0003597974,0.0004841441,0.004231037,0.002719807,0.001009201,0.00836796,0.1043153],"category_scores_gemma":[0.01207837,0.0004429557,0.0004527732,0.0006222202,0.001209106,0.004768902,0.002149532,0.009686551,0.04066484],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002373795,"about_ca_system_score_gemma":0.005681789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004312878,"about_ca_topic_score_gemma":0.01625885,"domain_scores_codex":[0.9981768,0.0002934207,0.0001500414,0.0002494037,0.0006790799,0.0004512937],"domain_scores_gemma":[0.9873023,0.001773782,0.0006176072,0.0006646999,0.001600444,0.008041228],"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":[0.00000865628,0.00004898405,0.0006476167,0.00001396489,0.000001797387,0.0003539274,0.0000432014,0.00002046263,0.00007205004,0.0006381551,0.984445,0.01370629],"study_design_scores_gemma":[0.00003229526,0.00007737588,0.003596292,0.0002022182,0.000006097186,0.002604001,0.0005239173,0.0001434771,0.0001047496,0.003364387,0.9893262,0.00001905033],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.001661132,0.0006430451,0.0003556503,0.9082243,0.02656239,0.00003132307,0.00007201397,0.0001992581,0.06225083],"genre_scores_gemma":[0.01888929,0.00193694,0.00131611,0.750064,0.05616471,0.00008516781,0.0001121575,0.0001748022,0.1712568],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1043153,"threshold_uncertainty_score":0.3489694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04974712751205392,"score_gpt":0.338941595672923,"score_spread":0.2891944681608691,"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."}}