{"id":"W3206332984","doi":"10.1016/j.jmig.2021.09.272","title":"Surgeon Gender and Performance Outcomes for Hysterectomies: Retrospective Cohort Study","year":2021,"lang":"en","type":"article","venue":"Journal of Minimally Invasive Gynecology","topic":"Uterine Myomas and Treatments","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University Health Network; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Retrospective cohort study; Propensity score matching; Hysterectomy; Complication; Cohort; Psychological intervention; Surgery; General surgery; Internal medicine; Nursing","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":[0.0007183487,0.0003716562,0.0005102601,0.001136307,0.000588108,0.0008097648,0.0004944637,0.0007178721,0.002993478],"category_scores_gemma":[0.003246627,0.0006360748,0.001120894,0.001816343,0.0003689011,0.0009419377,0.0005982746,0.0008444046,0.0004836655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005257188,"about_ca_system_score_gemma":0.0007831324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005821754,"about_ca_topic_score_gemma":0.008038441,"domain_scores_codex":[0.9990759,0.0001416878,0.0001143063,0.0002670118,0.0001293977,0.000271766],"domain_scores_gemma":[0.9969105,0.0005069864,0.00146666,0.0003523889,0.0002975243,0.000465918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001767364,0.0000325136,0.9989216,0.000006902957,0.0001010727,0.00008625427,0.00006125064,0.00001745344,0.0001287155,0.00001264425,0.0001039354,0.0003508653],"study_design_scores_gemma":[0.00001724394,0.0001537838,0.9986044,0.000007796069,0.0000749648,0.0003429314,0.0004457108,0.0001076588,0.00003678038,0.00002685672,0.0001728032,0.000009068212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986693,0.000217461,0.00007958485,0.00003278983,0.00001204439,0.000008248682,0.0007034641,0.000002955284,0.0002743339],"genre_scores_gemma":[0.9989158,0.0001072742,0.0000592632,0.00003759225,0.00001777365,0.000011958,0.0006670895,0.000005483269,0.0001777632],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005821754,"threshold_uncertainty_score":0.01157576,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02764429548487593,"score_gpt":0.2918217506519324,"score_spread":0.2641774551670565,"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."}}