{"id":"W2914536479","doi":"10.1016/j.soard.2019.01.012","title":"Predictors and outcomes of leak after Roux-en-Y gastric bypass: an analysis of the MBSAQIP data registry","year":2019,"lang":"en","type":"article","venue":"Surgery for Obesity and Related Diseases","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":75,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Medicine; Gastric bypass; Leak; Surgery; Roux-en-Y anastomosis; Internal medicine; Weight loss","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":[0.0004632178,0.0001777116,0.0008868195,0.0003044124,0.00006739846,0.00001257593,0.0001435792,0.0001713467,0.0001130208],"category_scores_gemma":[0.0005538792,0.0001089914,0.0004191997,0.0006749982,0.0001779344,0.0002269096,0.0001177608,0.0001236147,6.9205e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001262687,"about_ca_system_score_gemma":0.0001172501,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007879356,"about_ca_topic_score_gemma":0.00001729953,"domain_scores_codex":[0.9985572,0.0001258864,0.0004944089,0.0003759073,0.0002449735,0.0002016718],"domain_scores_gemma":[0.9970747,0.001487488,0.0002785628,0.0009195208,0.00006620993,0.0001735385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004126678,0.0003224171,0.9960468,0.0003156287,0.001977867,0.000006453296,0.0000923991,0.00001713662,0.00001752176,0.00004427381,0.0003418356,0.000404985],"study_design_scores_gemma":[0.0005044834,0.00004562851,0.9907671,0.00008119945,0.007318097,0.00000814028,0.0001947113,0.00067947,0.00003094355,0.00005947231,0.0001953109,0.0001154736],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953118,0.00267989,0.00001068742,0.0002648606,0.0003130779,0.0003462576,0.001008767,0.00002788888,0.00003679735],"genre_scores_gemma":[0.9983259,0.0005427287,0.00001736446,0.00008176662,0.00002370301,0.000006984268,0.0004051966,0.00001351085,0.000582804],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00534023,"threshold_uncertainty_score":0.4444541,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01177561533367208,"score_gpt":0.2458296746407187,"score_spread":0.2340540593070466,"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."}}