{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.004040468,0.0003294454,0.0006159538,0.0004274434,0.0007596068,0.0001859267,0.00119222,0.0008328958,0.0005059628],"category_scores_gemma":[0.005738613,0.0002712969,0.0001076812,0.0002335936,0.001349774,0.0002515555,0.0003481598,0.005442538,0.0001308729],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001802312,"about_ca_system_score_gemma":0.0001684174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03076969,"about_ca_topic_score_gemma":0.001149965,"domain_scores_codex":[0.9956148,0.0004841293,0.0004133867,0.0005610376,0.002286316,0.0006403817],"domain_scores_gemma":[0.9978421,0.001172742,0.0002642781,0.0003150991,0.0001579479,0.000247831],"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":[0.00002104524,0.000005512663,0.001324657,0.0001743622,0.00009170135,0.001846161,0.02716587,4.033296e-7,0.00000732478,0.0006373613,0.9603171,0.008408524],"study_design_scores_gemma":[0.0007026691,0.0002216483,0.001289127,0.004976145,0.0002140505,0.00003149968,0.05428551,0.00001431034,0.000001952631,0.001087191,0.9368802,0.0002956614],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.008303664,0.000832587,0.00008224127,0.9066545,0.004864716,0.0002202395,0.00001733005,0.0002225079,0.07880221],"genre_scores_gemma":[0.01150685,0.001182964,0.000317166,0.8133892,0.06736649,0.00001220708,0.0001233762,0.00007230151,0.1060294],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09326528,"threshold_uncertainty_score":0.9999739,"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."}}