{"id":"W3214099573","doi":"10.1007/s11695-021-05786-z","title":"Five Years of MBSAQIP Data: Characteristics, Outcomes, and Trends for Patients with Super-obesity","year":2021,"lang":"en","type":"article","venue":"Obesity Surgery","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; Health Sciences Centre; University of Alberta","funders":"","keywords":"Medicine; Obesity; Logistic regression; Incidence (geometry); Univariate analysis; Internal medicine; Risk factor; Surgery; Odds ratio; 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":[0.0004193954,0.0001691985,0.0008617277,0.0001514282,0.00006521913,0.00001826389,0.00008098318,0.0001081459,0.0001058008],"category_scores_gemma":[0.001002589,0.0001464552,0.000143874,0.0002628333,0.00007644168,0.0001794968,0.0001322706,0.000118868,0.000003777059],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002416776,"about_ca_system_score_gemma":0.0001595136,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006694023,"about_ca_topic_score_gemma":0.00002509859,"domain_scores_codex":[0.9986243,0.00005906655,0.000376141,0.000406663,0.0002687399,0.0002651314],"domain_scores_gemma":[0.9974337,0.001392026,0.00014978,0.0006705,0.00020324,0.0001507518],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001997998,0.0006461038,0.9766824,0.0001721054,0.0001685759,0.00006251867,0.00006387682,2.88939e-8,0.000008816441,0.00003674589,0.004301535,0.01765746],"study_design_scores_gemma":[0.000931042,0.00005028846,0.9943328,0.00006765506,0.0002565476,0.00001030358,0.00003158277,0.000008195357,0.00009862049,0.00001254374,0.004038425,0.0001619526],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981839,0.0001296182,0.00003011119,0.0003348014,0.0004409813,0.0001390429,0.000636699,0.0000303427,0.00007449186],"genre_scores_gemma":[0.9954337,0.00009328165,0.0006077929,0.0003108736,0.0000820678,0.000005332256,0.002054584,0.00002303277,0.001389273],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0176504,"threshold_uncertainty_score":0.5972269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02368093277512755,"score_gpt":0.2537406909430206,"score_spread":0.230059758167893,"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."}}