{"id":"W3046186008","doi":"10.1001/jamasurg.2020.2436","title":"Training of Male and Female Surgical Residents","year":2020,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; Neurology; General surgery; 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":[],"consensus_categories":[],"category_scores_codex":[0.001141095,0.0001167042,0.0004817599,0.0001111189,0.0001716093,0.00007935929,0.0002607516,0.0004573747,0.0009011529],"category_scores_gemma":[0.0006715842,0.000119617,0.0001492985,0.0002047025,0.0005367064,0.0001247651,0.00009855197,0.0007156488,0.00002477487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002686605,"about_ca_system_score_gemma":0.000259647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001077754,"about_ca_topic_score_gemma":0.00002941808,"domain_scores_codex":[0.9978589,0.0002970925,0.0002267783,0.0002468588,0.001070261,0.0003000445],"domain_scores_gemma":[0.9981663,0.001386203,0.0001491191,0.0001140558,0.00007191188,0.0001124223],"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":[0.00001258303,0.00000398191,0.01102744,0.0001269159,0.00002875993,0.003185231,0.006474013,2.947755e-8,7.508211e-7,0.00004656407,0.9732466,0.005847135],"study_design_scores_gemma":[0.00008931132,0.000009249471,0.000968861,0.0002119706,0.0000386215,0.00001044671,0.00664137,3.063599e-7,0.000003852572,0.0001152314,0.9917835,0.0001272566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05354407,0.0007057437,0.000001323894,0.8600442,0.001217464,0.0001167783,0.00005820338,0.0000489456,0.08426328],"genre_scores_gemma":[0.1325189,0.002163142,0.00006672103,0.8193302,0.01664072,0.000007419495,0.0002232905,0.00003959523,0.02901008],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07897481,"threshold_uncertainty_score":0.9866992,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09490619816121078,"score_gpt":0.2956628578659852,"score_spread":0.2007566597047745,"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."}}