{"id":"W3006452302","doi":"10.1186/s13756-020-0684-2","title":"Antimicrobial use among adult inpatients at hospital sites within the Canadian Nosocomial Infection Surveillance Program: 2009 to 2016","year":2020,"lang":"en","type":"article","venue":"Antimicrobial Resistance and Infection Control","topic":"Nosocomial Infections in ICU","field":"Medicine","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto; Sunnybrook Health Science Centre; University of Alberta; Saskatchewan Health Authority; North York General Hospital; Sinai Health System; University of British Columbia; Royal Jubilee Hospital; Kingston General Hospital; Children's Hospital of Winnipeg; Hôpital Maisonneuve-Rosemont; Manitoba Health; University of Manitoba; Nova Scotia Health Authority; Western University; London Health Sciences Centre; SickKids Foundation; Jewish General Hospital; Alberta Health Services; Stollery Children's Hospital; Izaak Walton Killam Health Centre; Ottawa Hospital; University of Waterloo; Health PEI; Public Health Agency of Canada; McGill University Health Centre; Université de Montréal; Dalhousie University","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Cefazolin; Ciprofloxacin; Antimicrobial; Piperacillin; Tazobactam; Vancomycin; Antibiotic resistance; Teicoplanin; Emergency medicine; Ceftriaxone; Defined daily dose; Internal medicine; Intensive care medicine; Pediatrics; Antibiotics; Imipenem; Drug; Microbiology; Pharmacology; Staphylococcus aureus","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"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":[0.0007653247,0.0004953586,0.0004171919,0.00202025,0.001248809,0.000973024,0.001418392,0.0002797825,0.0009193692],"category_scores_gemma":[0.003268668,0.0002714601,0.0005333574,0.004717623,0.0003921347,0.0004076545,0.0008586252,0.0005680448,0.0001532787],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02636654,"about_ca_system_score_gemma":0.029723,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9877286,"about_ca_topic_score_gemma":0.9915176,"domain_scores_codex":[0.9982665,0.00006135424,0.0001603792,0.0002183744,0.0009415586,0.0003518266],"domain_scores_gemma":[0.9963803,0.00008124914,0.0009392714,0.0000700362,0.0019487,0.0005804735],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000669138,0.00001465974,0.991466,0.00009705687,0.00005477087,0.00002986489,0.0001856281,0.00009830289,0.0001021856,0.00003775409,0.002758884,0.005087966],"study_design_scores_gemma":[0.000003209942,0.00001734793,0.9982962,0.00004301405,0.00002114375,0.00004348835,0.0002179277,0.0001613143,0.00009138628,0.000005574035,0.001093691,0.000005763229],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9173448,0.003414128,0.0002909302,0.0006213659,0.00004046142,0.0001972618,0.07285637,0.00007754237,0.00515723],"genre_scores_gemma":[0.980775,0.00158276,0.0004990607,0.0002543032,0.00001996738,0.00005401734,0.01621142,0.000009424587,0.0005940219],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02636654,"threshold_uncertainty_score":0.1913035,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01002522211538001,"score_gpt":0.2418569227742249,"score_spread":0.2318317006588449,"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."}}