{"id":"W4318701114","doi":"10.1007/s00464-023-09898-8","title":"Asian race is not associated with increased 30-day serious complications or mortality: a MBSAQIP analysis of 594,837 patients","year":2023,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Body mass index; Diabetes mellitus; Abdominal surgery; Internal medicine; Sleeve gastrectomy; Population; Hepatology; Surgery; Obesity; Gastric bypass; Gastroenterology; Weight loss; Endocrinology","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":[0.000784358,0.0004445536,0.0007676248,0.0008541499,0.0006617734,0.001045701,0.0006318924,0.0005474495,0.002304678],"category_scores_gemma":[0.001614881,0.0006031208,0.002034977,0.001992188,0.0003561621,0.0007854402,0.0007386376,0.0009558144,0.0003311829],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003468711,"about_ca_system_score_gemma":0.0006397204,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01044791,"about_ca_topic_score_gemma":0.01775676,"domain_scores_codex":[0.9991993,0.0001662765,0.0001106133,0.0001943259,0.0001135422,0.0002158783],"domain_scores_gemma":[0.9985832,0.0002204491,0.000644399,0.0001648857,0.0001219647,0.0002651439],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001543612,0.00001904027,0.998724,0.000009026759,0.0003572918,0.00005080495,0.00003979224,0.0000169121,0.0001245883,0.00001358689,0.00009244722,0.0003981426],"study_design_scores_gemma":[0.00001468675,0.00005997261,0.9989743,0.000007383524,0.0002298279,0.0001146235,0.0002609107,0.0001342775,0.00003461181,0.00002346945,0.0001405258,0.000005382576],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982933,0.0003325959,0.00008822745,0.00006496414,0.00001489857,0.000005070007,0.0007479459,0.000003185946,0.0004498137],"genre_scores_gemma":[0.9989251,0.0001195845,0.0000649444,0.00006102335,0.00001954695,0.000006450808,0.0006454347,0.000004204167,0.0001535553],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01044791,"threshold_uncertainty_score":0.02077419,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03204867541515022,"score_gpt":0.31770838403741,"score_spread":0.2856597086222598,"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."}}