{"id":"W3128366779","doi":"10.1001/jamasurg.2020.6926","title":"Intersection of Race and Gender in Surgical Training","year":2021,"lang":"en","type":"letter","venue":"JAMA Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; Otorhinolaryngology; Family medicine; 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":[0.001923741,0.00008304032,0.000371606,0.0001946652,0.00006263325,0.00004964431,0.0001012955,0.0005107857,0.0004192022],"category_scores_gemma":[0.0004456459,0.00008810039,0.0001027881,0.0002478956,0.0002535178,0.000113154,0.00005096371,0.0007354465,0.000002097788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006964157,"about_ca_system_score_gemma":0.0002453465,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009158653,"about_ca_topic_score_gemma":0.0001854302,"domain_scores_codex":[0.9984454,0.0003897912,0.0001906048,0.0001930072,0.000563211,0.0002179995],"domain_scores_gemma":[0.9986101,0.001109021,0.00009350885,0.00008048073,0.0000675604,0.00003934394],"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":[0.00001147586,0.000009540829,0.009325128,0.0001164697,0.00002719984,0.001749745,0.03087163,3.102127e-7,0.000001459943,0.00008735308,0.940552,0.01724768],"study_design_scores_gemma":[0.000123991,0.000004161421,0.001697581,0.0002080983,0.00001930414,0.00001143354,0.02373409,0.0000012133,0.000002767029,0.0002145959,0.9738772,0.0001055755],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.4023426,0.001479317,0.00001403697,0.5080101,0.003801282,0.000141753,0.00002020983,0.0000418525,0.08414879],"genre_scores_gemma":[0.7053583,0.002187815,0.00004738466,0.2734752,0.01016242,0.000009607607,0.0002326728,0.00003061186,0.008495992],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.3030157,"threshold_uncertainty_score":0.4589971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1088721566873493,"score_gpt":0.3003578309052603,"score_spread":0.191485674217911,"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."}}