{"id":"W2622161281","doi":"10.1097/dcr.0000000000000851","title":"Is There a Role for Oral Antibiotic Preparation Alone Before Colorectal Surgery? ACS-NSQIP Analysis by Coarsened Exact Matching","year":2017,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Surgical site infection prevention","field":"Medicine","cited_by":132,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Jewish General Hospital","funders":"American College of Surgeons","keywords":"Medicine; Ileus; Colorectal surgery; Colectomy; Bowel preparation; Surgery; Anastomosis; Propensity score matching; Antibiotic prophylaxis; Retrospective cohort study; Antibiotics; Abdominal surgery; Internal medicine; Colorectal cancer; Colonoscopy; 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":[0.01084422,0.0003521127,0.001016802,0.001114505,0.0003180726,0.0007334142,0.001086949,0.0003237503,0.002550127],"category_scores_gemma":[0.03489484,0.0002495735,0.001662284,0.002090866,0.0004393979,0.0009094055,0.001243616,0.0006483269,0.000139615],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000693311,"about_ca_system_score_gemma":0.001124884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006938901,"about_ca_topic_score_gemma":0.004863379,"domain_scores_codex":[0.989269,0.005582714,0.00147618,0.001372789,0.001628243,0.000671184],"domain_scores_gemma":[0.9772137,0.009212979,0.009031518,0.003113718,0.0007095074,0.0007185456],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001462479,0.00003483357,0.9844024,0.0000931816,0.001040179,0.0000657343,0.00004618035,0.001780809,0.0001429383,0.0003283012,0.0003845628,0.0102183],"study_design_scores_gemma":[0.0001834529,0.0005440032,0.9735596,0.00008038405,0.0006999107,0.0002981721,0.0002133066,0.02149378,0.0002591799,0.001706743,0.0009382513,0.00002319664],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913546,0.001184609,0.005466137,0.0003507712,0.00004247617,0.0001064012,0.0007930779,0.00002040495,0.00068158],"genre_scores_gemma":[0.9980768,0.00007520705,0.001292424,0.00006017206,0.00001587059,0.00002563908,0.0004135975,0.000003243853,0.00003703785],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01084422,"threshold_uncertainty_score":0.0573504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01516617315002051,"score_gpt":0.3112165112888162,"score_spread":0.2960503381387957,"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."}}