{"id":"W7073601180","doi":"","title":"Impact of surgeon and anaesthesiologist sex on patient outcomes after cardiac surgery: a population-based study","year":2021,"lang":"en","type":"article","venue":"Archive ouverte UNIGE (University of Geneva)","topic":"Theoretical and Computational Physics","field":"Physics and Astronomy","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Logistic regression; Poisson regression; Cardiac surgery; Retrospective cohort study; Intensive care unit; Bypass grafting; Concordance; Cohort","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005135925,0.0001028239,0.0003097646,0.00006028,0.00007227781,0.000004737527,0.0000583987,0.00001372387,0.00008451507],"category_scores_gemma":[0.000004919951,0.00009937666,0.0002605411,0.00009944102,0.00007082829,0.00003564858,0.00006023777,0.00005267486,0.000001910056],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001540146,"about_ca_system_score_gemma":0.00008546498,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001371292,"about_ca_topic_score_gemma":0.00003291441,"domain_scores_codex":[0.999302,0.0001817196,0.00009670646,0.0001780511,0.0001339654,0.0001076],"domain_scores_gemma":[0.9993015,0.0003253928,0.00008688256,0.0001599615,0.0000647623,0.00006152438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001138543,0.0003989279,0.9831903,0.000004612721,0.000180867,0.000006876867,0.0004648508,0.0007044275,0.00002721157,0.003380576,0.00005913147,0.01146839],"study_design_scores_gemma":[0.0002142449,0.000203446,0.9908724,0.00001127997,0.00004051074,2.331096e-8,0.001082237,0.0007381418,0.00004025995,0.006682547,0.00001457822,0.000100279],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980488,0.000005999118,0.001152577,0.00004123084,0.0000223606,0.0001024402,0.0003455764,0.000005743684,0.0002752797],"genre_scores_gemma":[0.9996135,0.000001019941,0.0001898223,0.00001460825,0.000006364711,4.004292e-7,0.0001438794,0.000005358728,0.00002500939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01136812,"threshold_uncertainty_score":0.4052463,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00686605218360888,"score_gpt":0.2065738832407804,"score_spread":0.1997078310571715,"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."}}