{"id":"W4380204611","doi":"10.1016/j.soard.2023.05.024","title":"MBSAQIP risk calculator use in bariatric surgery is associated with a reduction in serious complications: a retrospective analysis of 210,710 patients","year":2023,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Calculator; Medicine; Cohort; Surgery; Retrospective cohort study; Odds ratio; Diabetes mellitus; Internal medicine; Computer science","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":[0.0004678819,0.0002664779,0.0005602148,0.0009982107,0.000466068,0.0008514565,0.0004183582,0.0004959503,0.001105207],"category_scores_gemma":[0.001918437,0.000569111,0.001217625,0.002068649,0.0003076474,0.0005469919,0.0004748758,0.0007890644,0.0001674695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003635946,"about_ca_system_score_gemma":0.0005630567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00715832,"about_ca_topic_score_gemma":0.007961253,"domain_scores_codex":[0.9993652,0.0001011647,0.000125286,0.0001749631,0.0001163107,0.0001171406],"domain_scores_gemma":[0.998152,0.0003849468,0.0009573045,0.0001707165,0.0001164804,0.0002186562],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001048217,0.00001577823,0.9993198,0.000006648976,0.0001085573,0.00004017681,0.00001691772,0.00001322651,0.00004972874,0.0000071154,0.00003628987,0.0002808577],"study_design_scores_gemma":[0.000008636016,0.00005816991,0.9993677,0.000004453668,0.00007850523,0.0001789159,0.00009449836,0.00008959998,0.00003168678,0.00000949345,0.00007447208,0.000004019481],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99862,0.0004574392,0.00005934857,0.00002468572,0.000008546011,0.000005451242,0.0005428566,0.000003011998,0.0002785603],"genre_scores_gemma":[0.9990672,0.0001690908,0.0000699733,0.00003331889,0.00001423485,0.000006606362,0.0005368358,0.000002215751,0.0001004409],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00715832,"threshold_uncertainty_score":0.01423329,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0148390690080385,"score_gpt":0.2413514073920459,"score_spread":0.2265123383840074,"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."}}