{"id":"W4360803796","doi":"10.1007/s00464-023-10017-w","title":"Does ASA classification effectively risk stratify patients undergoing bariatric surgery: a MBSAQIP retrospective cohort of 138,612 of patients","year":2023,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; Health Sciences Centre; University of Alberta","funders":"","keywords":"Medicine; Cohort; Odds ratio; Retrospective cohort study; Logistic regression; Internal medicine; Complication; Surgery; Univariate analysis; Hepatology; Obesity; Cohort study; Multivariate analysis","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001190618,0.0003067858,0.001185491,0.0005345744,0.0001175832,0.00001382925,0.0001206385,0.0002648254,0.0002064473],"category_scores_gemma":[0.002846177,0.000203401,0.0004847433,0.001860729,0.0001487892,0.0001680294,0.00007239207,0.0003767,0.00004455385],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001986189,"about_ca_system_score_gemma":0.0002599367,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001857853,"about_ca_topic_score_gemma":0.00001157799,"domain_scores_codex":[0.9965584,0.0004599774,0.001007524,0.0005658084,0.000949231,0.0004591013],"domain_scores_gemma":[0.9938273,0.004237298,0.000767994,0.0004434362,0.0005209201,0.0002030778],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00116172,0.0005687309,0.9948906,0.0002327216,0.0002886117,0.00001434015,0.0001064502,0.000004778328,0.00004843486,0.0004635885,0.0004840226,0.001735995],"study_design_scores_gemma":[0.005453551,0.0004052308,0.9906732,0.0001203188,0.0003232491,7.188079e-7,0.00005916493,0.0000978238,0.002030932,0.000444994,0.0001924951,0.0001983122],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9960613,0.00004274981,0.00002838505,0.00007962486,0.001084269,0.0008937537,0.0002147081,0.0001380307,0.001457228],"genre_scores_gemma":[0.9986866,0.0004695391,0.00009910795,0.0000163266,0.0001319978,0.00005325176,0.0003502667,0.00004085192,0.0001520887],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004291831,"threshold_uncertainty_score":0.8294452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01423896587227209,"score_gpt":0.2690096760118011,"score_spread":0.2547707101395291,"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."}}