{"id":"W2766918325","doi":"10.1016/j.jsurg.2017.10.009","title":"The Effect of Gender on Resident Autonomy in the Operating room","year":2017,"lang":"en","type":"letter","venue":"Journal of surgical education","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"","keywords":"Ethnic group; Medicine; Family medicine; Graduate medical education; Residency training; Autonomy; Vascular surgery; Medical education; Surgery; Continuing education; Accreditation; Cardiac surgery; Political science","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":[0.006748251,0.00007950858,0.0002135447,0.00007475571,0.0005083409,0.0002008309,0.0009515681,0.0001897134,0.00007231425],"category_scores_gemma":[0.0007322509,0.00003836019,0.0001347879,0.0000719899,0.000193112,0.0001138613,0.00002330057,0.00119145,0.000005182821],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001953777,"about_ca_system_score_gemma":0.001058498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004551604,"about_ca_topic_score_gemma":0.00002909825,"domain_scores_codex":[0.9973148,0.001037659,0.0002971984,0.0000754897,0.001129174,0.0001456557],"domain_scores_gemma":[0.9974583,0.001618316,0.0005517576,0.000176175,0.0001623324,0.00003315105],"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":[0.00002923439,0.00002212282,0.001725088,0.00002497713,0.00002417816,0.00009073101,0.01093233,0.000008617345,4.297726e-7,0.0003824791,0.9765894,0.01017039],"study_design_scores_gemma":[0.0002186309,0.0001588465,0.002358456,0.0002290575,0.00003704763,0.00001495177,0.007252246,6.788399e-7,0.000005196511,0.0002116955,0.9894692,0.00004394785],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.07661672,0.0008884297,0.000001090113,0.8571582,0.003055178,0.0002341124,0.000001000275,0.000001888185,0.06204339],"genre_scores_gemma":[0.8462257,0.002027333,0.00003214477,0.1059534,0.0345467,0.00001893697,0.00001614494,0.0000191217,0.01116046],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.769609,"threshold_uncertainty_score":0.5176324,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03457249775191644,"score_gpt":0.3528948993187957,"score_spread":0.3183224015668792,"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."}}