{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008864732,0.0002356565,0.0004031021,0.001594763,0.0004619005,0.001013279,0.0004940103,0.0006133278,0.002262313],"category_scores_gemma":[0.003988007,0.0002434414,0.001024119,0.002763994,0.0002501102,0.001615906,0.0012198,0.001139574,0.000359263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006861587,"about_ca_system_score_gemma":0.0009538406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02037833,"about_ca_topic_score_gemma":0.02249487,"domain_scores_codex":[0.9992449,0.0000785239,0.0001391607,0.0001495657,0.0001317977,0.0002560951],"domain_scores_gemma":[0.9967191,0.0003034308,0.001886683,0.0001619134,0.0003754343,0.0005533893],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008271023,0.00001625812,0.9989061,0.000008739487,0.00003761222,0.00001224669,0.00003855388,0.00002732941,0.00003021647,0.00002243208,0.000167902,0.0006498576],"study_design_scores_gemma":[0.000004797148,0.00004647811,0.9990755,0.00001008111,0.00002175149,0.00008012132,0.000308447,0.0001387586,0.00001880283,0.00002846227,0.0002621873,0.000004522861],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.988793,0.0006028173,0.0001116812,0.0002739941,0.00002050717,0.00001271014,0.00913637,0.00001404954,0.00103478],"genre_scores_gemma":[0.9932991,0.0001965635,0.00007377785,0.0000878617,0.00001871692,0.00001721262,0.006020071,0.000003927723,0.0002826188],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02037833,"threshold_uncertainty_score":0.04051942,"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."}}