{"id":"W2531181643","doi":"10.1007/s00464-016-5278-y","title":"Postoperative day one neutrophil-to-lymphocyte ratio as a predictor of 30-day outcomes in bariatric surgery patients","year":2016,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Bariatric Surgery and Outcomes","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Abdominal surgery; Surgery; Neutrophil to lymphocyte ratio; Univariate analysis; Hepatology; Retrospective cohort study; Vascular surgery; Gastrectomy; Sleeve gastrectomy; Internal medicine; Multivariate analysis; Cardiac surgery; Lymphocyte; Gastric bypass; Obesity; Weight loss; Cancer","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":[0.0003920184,0.0002604249,0.0003564325,0.0004038658,0.0003054575,0.0007625325,0.0003286194,0.0005493933,0.001490644],"category_scores_gemma":[0.002286657,0.0001642097,0.0004728501,0.0004886271,0.000314346,0.0005247756,0.0005424196,0.001091081,0.0001969682],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002631716,"about_ca_system_score_gemma":0.0004147449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001426931,"about_ca_topic_score_gemma":0.00194562,"domain_scores_codex":[0.9997393,0.00006001098,0.00003616943,0.00003795273,0.00004701681,0.00007943797],"domain_scores_gemma":[0.9983924,0.0003865093,0.0006354894,0.00005844813,0.00009735091,0.0004298549],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002971985,0.00005226729,0.9983369,0.00000755219,0.00003756119,0.00005784689,0.00002829273,0.00004082407,0.0001329759,0.00001756201,0.00006250554,0.0009285461],"study_design_scores_gemma":[0.00000939868,0.0001905628,0.9987996,0.000006738698,0.00004313813,0.0001725448,0.0002253817,0.0003322056,0.00008020238,0.00005211119,0.00008214662,0.00000598282],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993375,0.0001731248,0.00003541133,0.00004892008,0.0000131297,0.000002318727,0.00007133242,0.000001876721,0.0003163756],"genre_scores_gemma":[0.9995927,0.00007857025,0.00003274874,0.00001758976,0.00001158079,0.000002378463,0.0001608258,8.213167e-7,0.0001028773],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001490644,"threshold_uncertainty_score":0.004986703,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01527697970459303,"score_gpt":0.2634263993414674,"score_spread":0.2481494196368744,"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."}}