{"id":"W2524599301","doi":"10.1017/ice.2016.213","title":"Impact of an Infection Control and Antimicrobial Stewardship Program on Solid Organ Transplantation and Hepatobiliary Surgical Site Infections","year":2016,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Surgical site infection prevention","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Victoria Hospital; McGill University; Université de Montréal; McGill University Health Centre","funders":"","keywords":"Medicine; Antimicrobial stewardship; Liver transplantation; Kidney transplantation; Infection control; Transplantation; Internal medicine; Pancreas transplantation; Surgery; Antibiotics; Antibiotic resistance","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":[0.001314421,0.0003307812,0.0009253857,0.0003344329,0.0002040106,0.00002120382,0.00002110562,0.0004390401,0.0001427698],"category_scores_gemma":[0.000653682,0.0002246833,0.0002666849,0.0002016813,0.0004218731,0.0004107048,0.00001658844,0.0003037553,0.000009828045],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000109381,"about_ca_system_score_gemma":0.00005414492,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002000249,"about_ca_topic_score_gemma":0.0002375408,"domain_scores_codex":[0.9971972,0.000913083,0.0007696974,0.0005858113,0.000113704,0.0004205471],"domain_scores_gemma":[0.9973191,0.001560204,0.0003646084,0.0001880882,0.0002201838,0.0003478289],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001455277,0.001071052,0.863068,0.00008081912,0.0002508869,0.00001501359,0.00004585649,0.00005056236,0.00693551,0.0002455824,0.00001362265,0.1267678],"study_design_scores_gemma":[0.01250178,0.0130075,0.9700877,0.0001325289,0.0003468248,0.001087244,0.000001836176,0.001346088,0.0003257802,0.0004624484,0.0004471147,0.0002531385],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910688,0.0000800661,0.005843977,0.001017117,0.0003069514,0.001239435,0.00008047835,0.0002398137,0.0001233736],"genre_scores_gemma":[0.997614,0.001617916,0.00007787737,0.0001896517,0.0002931805,0.0001114198,0.00005095588,0.00002780114,0.00001725111],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1265147,"threshold_uncertainty_score":0.916232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01427813245325212,"score_gpt":0.3337635557921544,"score_spread":0.3194854233389023,"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."}}