{"id":"W2464941979","doi":"10.1097/dcr.0000000000000455","title":"Surgical Site Infection Rates Following Implementation of a Colorectal Closure Bundle in Elective Colorectal Surgeries","year":2015,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Surgical site infection prevention","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Colorectal surgery; Surgery; Surgical site infection; Odds ratio; Retrospective cohort study; Anastomosis; General surgery; Abdominal surgery; Internal medicine","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":[0.0004992282,0.0001625185,0.0004528255,0.0001880294,0.00005976481,0.00001275817,0.00006455919,0.00010803,0.0002068371],"category_scores_gemma":[0.0004905556,0.0001285796,0.0004463489,0.0008645417,0.0001166957,0.0001752825,0.0000740859,0.0001611965,0.000005633088],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003032896,"about_ca_system_score_gemma":0.000311268,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001365224,"about_ca_topic_score_gemma":0.001037751,"domain_scores_codex":[0.9982033,0.00041465,0.0005001599,0.0002370522,0.0004168583,0.000227977],"domain_scores_gemma":[0.9988696,0.0002894052,0.0003073974,0.0001482351,0.0002539365,0.0001314309],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002278986,0.0005431526,0.9915098,0.00005669531,0.0001206358,0.00001447908,0.0004461209,0.00005366376,0.003782917,0.00005850608,0.0001153525,0.001019691],"study_design_scores_gemma":[0.00323027,0.001065271,0.9346643,0.0001233585,0.0002201786,0.00003160683,0.0002693265,0.00007217978,0.0594601,0.0004230537,0.0003198904,0.0001204721],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9977846,0.0002956233,0.000009299773,0.0001716436,0.0005116744,0.0008488017,0.00003706676,0.00005048161,0.0002907936],"genre_scores_gemma":[0.9996483,0.00001912096,0.00001873081,0.0000160128,0.00005157109,0.00009515737,0.00007513875,0.00001812346,0.00005788963],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0568455,"threshold_uncertainty_score":0.5243325,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01413185626935622,"score_gpt":0.3242194786278483,"score_spread":0.3100876223584921,"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."}}