{"id":"W1997257016","doi":"10.1016/j.soard.2009.08.010","title":"Validation of Obesity Surgery Mortality Risk Score in patients undergoing gastric bypass in a Canadian center","year":2009,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"GDI Integrated Facility Services (Canada); McGill University","funders":"","keywords":"Medicine; Body mass index; Gastric bypass; Obesity; Mortality rate; Surgery; Demographics; Retrospective cohort study; Roux-en-Y anastomosis; Weight loss; Internal medicine; Demography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.002709363,0.0006273817,0.0006418665,0.002033534,0.003737149,0.001516673,0.00211169,0.0007002098,0.001370611],"category_scores_gemma":[0.007856654,0.0004949716,0.0007210441,0.002928532,0.0009628925,0.0004798863,0.001082099,0.001052668,0.0003026977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02354338,"about_ca_system_score_gemma":0.03818123,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.9704505,"about_ca_topic_score_gemma":0.9826642,"domain_scores_codex":[0.9980153,0.0002534569,0.0001316309,0.0002480122,0.0007953145,0.0005563719],"domain_scores_gemma":[0.9938511,0.000477058,0.000535574,0.0001731108,0.003998449,0.0009647153],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009784532,0.00007054877,0.9956453,0.0000121917,0.00003582709,0.00007519581,0.0004668242,0.0001272806,0.0002930038,0.00007397567,0.001006323,0.002095669],"study_design_scores_gemma":[0.00002233024,0.00004893391,0.9973764,0.00001824327,0.00003291859,0.00008262075,0.0008685799,0.0006315625,0.0001633433,0.00001590483,0.0007270929,0.00001200432],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965718,0.0001161323,0.0001573303,0.0002922633,0.00002594063,0.00009951698,0.001145409,0.00001004499,0.001581578],"genre_scores_gemma":[0.996409,0.0001611001,0.0007939175,0.0002147204,0.00002137871,0.00007280253,0.001820971,0.00001370899,0.000492515],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9704505,"threshold_uncertainty_score":0.17082,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01458549262863601,"score_gpt":0.2353993374171213,"score_spread":0.2208138447884853,"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."}}