{"id":"W2970126865","doi":"10.1007/s00464-019-07067-4","title":"Higher Edmonton Obesity Staging System scores are associated with complications following laparoscopic Roux-en-Y gastric bypass","year":2019,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Body mass index; Abdominal surgery; Complication; Obesity; Surgery; Retrospective cohort study; Odds ratio; Gastric bypass; Stage (stratigraphy); Roux-en-Y anastomosis; Hepatology; Weight loss; General surgery; Internal medicine","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":[0.0004284226,0.0003642765,0.0002652184,0.0009334827,0.0004682297,0.0008687377,0.0004810608,0.0006357945,0.004480621],"category_scores_gemma":[0.002657454,0.0002377273,0.0006799119,0.001114379,0.0003365449,0.0004921057,0.0007315898,0.001125588,0.0001976882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004378479,"about_ca_system_score_gemma":0.0008566472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007326876,"about_ca_topic_score_gemma":0.01603682,"domain_scores_codex":[0.9996648,0.0000558951,0.00004228807,0.00004985524,0.00006875778,0.0001184288],"domain_scores_gemma":[0.9979712,0.0002982399,0.001068941,0.00006429212,0.0001282073,0.0004690634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000812849,0.00003908809,0.9982409,0.000009823329,0.00005999492,0.00008168604,0.00001831816,0.00002741826,0.00005241455,0.00003428993,0.0001671912,0.001187492],"study_design_scores_gemma":[0.000005190535,0.00003102707,0.9992821,0.00001411789,0.00003757395,0.0001387923,0.0001240618,0.0001221129,0.00001584215,0.00006185818,0.000162789,0.000004554131],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973248,0.0005772067,0.00008722853,0.0002094438,0.0000623456,0.000006405595,0.0001880033,0.000003673386,0.001540879],"genre_scores_gemma":[0.9983709,0.0003421963,0.0001581434,0.00008771121,0.00008620302,0.000007652274,0.0003700244,0.000003170381,0.0005739808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007326876,"threshold_uncertainty_score":0.0149892,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01379242897430853,"score_gpt":0.2582517690409334,"score_spread":0.2444593400666249,"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."}}