{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004377589,0.0003119482,0.0009022824,0.0001715,0.0001852669,0.0000566575,0.0001645368,0.0001831958,0.0002261195],"category_scores_gemma":[0.0001032627,0.0002321679,0.0002590535,0.0007440721,0.00004350111,0.000168354,0.00006451012,0.0004303512,0.0001938913],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003699762,"about_ca_system_score_gemma":0.0001353424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000135162,"about_ca_topic_score_gemma":0.000008400381,"domain_scores_codex":[0.9976565,0.0002373909,0.0004349517,0.0005165905,0.0005771317,0.0005774673],"domain_scores_gemma":[0.9978382,0.001029408,0.0002369479,0.0005143645,0.0001055217,0.0002755858],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002087105,0.0002079854,0.9973229,0.0001300104,0.0002541663,0.0002877178,0.00004473065,0.00002399105,0.0001761316,0.0009054327,0.0003979152,0.00004027092],"study_design_scores_gemma":[0.009986016,0.0001576214,0.9856699,0.0009805243,0.0003013206,0.0000401772,0.0001906766,0.0002016292,0.0003325963,0.00001353293,0.001842065,0.0002839714],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9868925,0.0004006442,0.00005334756,0.0005602289,0.0007642502,0.0006286535,0.00002226862,0.0004099808,0.01026812],"genre_scores_gemma":[0.9962913,0.00001270742,0.0002283874,0.0001829631,0.0001578911,0.00004713778,0.00008863194,0.00004499179,0.002945977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01165307,"threshold_uncertainty_score":0.9467534,"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."}}