{"id":"W3204773058","doi":"10.1503/cjs.007220","title":"Colorectal surgery surgical site infection prevention practices in British Columbia","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Surgical site infection prevention","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Surgical site infection; Colorectal surgery; Antibiotics; Antibiotic prophylaxis; Anastomosis; Bowel preparation; General surgery; Surgery; Internal medicine; Abdominal surgery; Colonoscopy; Colorectal cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"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":[0.0003298711,0.0001539471,0.0001565199,0.0009511834,0.001976118,0.0009945489,0.0006810211,0.0002828896,0.003852588],"category_scores_gemma":[0.002093578,0.0002120571,0.00009996082,0.00207473,0.0005743002,0.0002239416,0.000605376,0.0004457858,0.0004016272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01423909,"about_ca_system_score_gemma":0.01633367,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9808804,"about_ca_topic_score_gemma":0.9917465,"domain_scores_codex":[0.9993584,0.00007042073,0.00004883422,0.000063537,0.0002679141,0.0001909488],"domain_scores_gemma":[0.997189,0.000197392,0.0004014572,0.00004405763,0.001079358,0.001088752],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005643169,0.0001289911,0.9304965,0.0001921128,0.00002400489,0.0004097285,0.003932038,0.0001961305,0.0008897722,0.0001594426,0.009585295,0.0539296],"study_design_scores_gemma":[0.000007124337,0.00004744684,0.9884757,0.0001545955,0.000007132576,0.0001551451,0.00574079,0.0002891961,0.0001233562,0.00002659411,0.004957909,0.00001496789],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869212,0.001408679,0.0000923785,0.001692925,0.00002566443,0.00004425387,0.001064867,0.00002443117,0.00872566],"genre_scores_gemma":[0.9941567,0.001178325,0.0002259691,0.000613707,0.00000502544,0.00002143426,0.0003882761,0.000005373574,0.003405208],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01911956,"threshold_uncertainty_score":0.1033123,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04368218561452853,"score_gpt":0.2899163696566985,"score_spread":0.24623418404217,"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."}}