{"id":"W3027745869","doi":"10.1111/codi.15153","title":"Surgical site infection in elective colonic and rectal resections: effect of oral antibiotics and mechanical bowel preparation compared with mechanical bowel preparation only","year":2020,"lang":"en","type":"article","venue":"Colorectal Disease","topic":"Surgical site infection prevention","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Antibiotics; Colorectal surgery; Metronidazole; Surgical site infection; Retrospective cohort study; Surgery; Bowel preparation; Cohort; Internal medicine; Gastroenterology; Abdominal surgery; Colorectal cancer; Colonoscopy","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":[0.0004693801,0.0002727651,0.0005458244,0.0001690165,0.0001173686,0.0000445874,0.00003700717,0.0002107338,0.00009572862],"category_scores_gemma":[0.0006154747,0.000235182,0.0001230698,0.0006657331,0.0001562729,0.0003101586,0.00007654447,0.0003673488,0.00000842038],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001926322,"about_ca_system_score_gemma":0.0001615259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001487687,"about_ca_topic_score_gemma":0.0005311354,"domain_scores_codex":[0.9976003,0.0006221577,0.0004984976,0.0006358402,0.0003769342,0.0002662592],"domain_scores_gemma":[0.9986709,0.0003501948,0.0001899924,0.0001447816,0.0001633038,0.000480875],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.1401106,0.001245744,0.8222601,0.0006853767,0.0002559073,0.0002700902,0.0004384099,0.0003330892,0.03157814,0.0006603157,0.00006661723,0.002095681],"study_design_scores_gemma":[0.01024662,0.01563791,0.8836272,0.0002827533,0.0005781117,0.000312176,0.00002106015,0.06308492,0.02551509,0.0001890593,0.0001461029,0.000358989],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967431,0.0001432755,0.000534801,0.0002484261,0.00008136725,0.001920534,0.00002458335,0.0001417342,0.0001621169],"genre_scores_gemma":[0.9994111,0.0001352226,0.0001117216,0.0000445255,0.00007103526,0.00003287759,0.0001487796,0.0000271948,0.00001753218],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1298639,"threshold_uncertainty_score":0.9590443,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01229128564403736,"score_gpt":0.3000051952965896,"score_spread":0.2877139096525522,"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."}}