{"id":"W4389134877","doi":"10.1001/jamasurg.2023.6031","title":"Surgeon Sex and Health Care Costs for Patients Undergoing Common Surgical Procedures","year":2023,"lang":"en","type":"article","venue":"JAMA Surgery","topic":"Sex and Gender in Healthcare","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Sunnybrook Health Science Centre; Mount Sinai Hospital","funders":"","keywords":"Medicine; Health care; Population; Surgery; Cohort; Retrospective cohort study; Emergency medicine; General surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0004982048,0.0002131166,0.0001821412,0.0007357706,0.0002896677,0.0005053121,0.0002985066,0.0003156661,0.002315767],"category_scores_gemma":[0.004086546,0.0001402968,0.0005099188,0.00106302,0.0002490178,0.0003006731,0.0003344762,0.0004127548,0.0001208655],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009520289,"about_ca_system_score_gemma":0.0009940421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05457648,"about_ca_topic_score_gemma":0.1133953,"domain_scores_codex":[0.9994486,0.00012941,0.00007363344,0.0000652531,0.00017183,0.0001112522],"domain_scores_gemma":[0.996407,0.000436371,0.002563804,0.00008273984,0.0002135712,0.0002965711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002244125,0.000003462897,0.9992099,0.000006913014,0.00002700418,0.00001675046,0.000009088702,0.00002697451,0.00001338775,0.000008901724,0.00007387798,0.0005814348],"study_design_scores_gemma":[0.000003161288,0.00001517069,0.9994335,0.0000113832,0.00001662976,0.0001412862,0.00005844528,0.000141226,0.00001137377,0.00001932942,0.0001465608,0.000001912348],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966977,0.001094777,0.00009165384,0.0002973008,0.00001458224,0.000006641308,0.001190932,0.000002795222,0.0006036018],"genre_scores_gemma":[0.998639,0.0004003613,0.00008931463,0.00004839461,0.00002231001,0.000004155479,0.0006266914,0.000001500754,0.0001683097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05457648,"threshold_uncertainty_score":0.1085176,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06296595493348026,"score_gpt":0.3584107519015802,"score_spread":0.2954447969681,"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."}}