{"id":"W3095703806","doi":"10.1017/ice.2020.1189","title":"Variability in Antimicrobial Use Among Hospitals Participating in the Canadian Nosocomial Infection Surveillance Program","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Foothills Medical Centre; University of Calgary; University of Alberta; Ottawa Hospital; Sunnybrook Health Science Centre; University of Toronto; Montreal Children's Hospital; Hospital for Sick Children; Nova Scotia Health Authority; Saskatchewan Health Authority; Royal Jubilee Hospital; University of British Columbia; Kingston Health Sciences Centre; Stollery Children's Hospital; Izaak Walton Killam Health Centre; Manitoba Health; Hôpital Maisonneuve-Rosemont; University of Manitoba; London Health Sciences Centre; Jewish General Hospital; Alberta Health Services; Université de Montréal; University of Waterloo; Health PEI; Public Health Agency of Canada; McGill University Health Centre; Dalhousie University","funders":"","keywords":"Medicine; Interquartile range; Quartile; Antimicrobial; Emergency medicine; Pediatrics; Internal medicine; Confidence interval","routes":{"ca_aff":true,"ca_fund":false,"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":[0.003290453,0.000455274,0.0004147785,0.003369399,0.001461946,0.001346178,0.001885848,0.0002960031,0.001076953],"category_scores_gemma":[0.01269052,0.0002836894,0.0005013358,0.007643291,0.0005079354,0.0004422056,0.001280876,0.000622044,0.0001501359],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0201932,"about_ca_system_score_gemma":0.02547504,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9634798,"about_ca_topic_score_gemma":0.9690092,"domain_scores_codex":[0.9937464,0.000536264,0.0006019915,0.0008470025,0.003242722,0.001025588],"domain_scores_gemma":[0.9842627,0.001362007,0.003884899,0.0004801716,0.00808382,0.001926457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005879221,0.00001356913,0.9868227,0.00007024625,0.00008898405,0.0000270919,0.0003898006,0.0002353856,0.0001623591,0.00009982567,0.003234792,0.00879644],"study_design_scores_gemma":[0.000002560108,0.00001544757,0.9977914,0.00003930241,0.00001526657,0.00003100688,0.000329714,0.0003818556,0.00009190041,0.00001520843,0.001277751,0.000008693743],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9417678,0.002153136,0.001431035,0.001437544,0.00004830604,0.0002532202,0.04318172,0.0001899587,0.00953738],"genre_scores_gemma":[0.9862446,0.0007506252,0.001129547,0.0002803922,0.00001575991,0.00008727847,0.0110566,0.00001860848,0.0004165772],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9798068,"threshold_uncertainty_score":0.1465126,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02216844068299314,"score_gpt":0.274540932288322,"score_spread":0.2523724916053289,"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."}}