{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007934378,0.0001661275,0.000515811,0.0002186726,0.0002288053,0.00003313028,0.00003705082,0.0001476742,0.00001002105],"category_scores_gemma":[0.0004626968,0.0001494627,0.0001237993,0.0003184371,0.00003516181,0.00007433186,0.0000438236,0.0001641856,0.00001056713],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001780262,"about_ca_system_score_gemma":0.0006145615,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002620342,"about_ca_topic_score_gemma":0.0002886269,"domain_scores_codex":[0.9982533,0.0001003888,0.0004147656,0.000392325,0.0003039092,0.0005352715],"domain_scores_gemma":[0.9971784,0.002010999,0.0001017138,0.0002310724,0.000162888,0.0003148928],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001755236,0.00004756661,0.8156664,0.002449829,0.00002522943,0.00003974898,0.0009287241,5.771263e-7,5.574581e-7,0.00004470964,0.07559606,0.1050251],"study_design_scores_gemma":[0.002018674,0.0003724016,0.9398245,0.0006999864,0.00001878822,0.00005158163,0.004129176,0.00006841511,0.00006594357,0.0001167652,0.05239964,0.0002341263],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871199,0.002096313,0.000002026216,0.00878494,0.0005299769,0.0008355496,0.00006892271,0.0002217072,0.0003407001],"genre_scores_gemma":[0.995523,0.001013826,0.00003092495,0.001686457,0.0003153552,0.00009138521,0.000985214,0.00004225734,0.0003115663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1241581,"threshold_uncertainty_score":0.6094911,"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."}}