{"id":"W2982263106","doi":"10.1093/ofid/ofz360.1007","title":"1143. Measuring Up! Benchmarking Antimicrobial Use in Canadian Children’s Hospitals","year":2019,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Janeway Children's Health and Rehabilitation Centre; Children's Hospital of Winnipeg; University of Manitoba; Kingston Health Sciences Centre; McGill University Health Centre; Royal University Hospital; Montreal Children's Hospital; BC Children's Hospital; Université Laval; Izaak Walton Killam Health Centre; Alberta Children's Hospital; Stollery Children's Hospital; Hospital for Sick Children; Children's Hospital of Eastern Ontario; London Health Sciences Centre; McMaster Children's Hospital; McMaster University; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Antimicrobial; Pneumonia; Cephalosporin; Piperacillin; Antimicrobial stewardship; Empiric therapy; Tazobactam; Medical prescription; Carbapenem; Pediatrics; Emergency medicine; Antibiotics; Intensive care medicine; Internal medicine; Antibiotic resistance; Alternative medicine; Microbiology; Imipenem; Pharmacology","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":[0.00384164,0.0007733215,0.0004989887,0.005208431,0.002627333,0.002529994,0.00200944,0.0004608429,0.007327117],"category_scores_gemma":[0.0161799,0.0003464598,0.0007229139,0.01054949,0.0006006809,0.0008908691,0.002114037,0.0005969242,0.001122958],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05530724,"about_ca_system_score_gemma":0.09066214,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9878499,"about_ca_topic_score_gemma":0.9865702,"domain_scores_codex":[0.9921595,0.0009876803,0.000767055,0.0007317878,0.003738155,0.001615728],"domain_scores_gemma":[0.968014,0.001492215,0.003904823,0.0007525528,0.02070927,0.00512726],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009618332,0.0000902415,0.8423958,0.0006554928,0.000123943,0.00008543218,0.001022974,0.001238454,0.0003307073,0.0008910171,0.06164289,0.09142685],"study_design_scores_gemma":[0.00001381388,0.00007588843,0.9685762,0.0003380488,0.00003782728,0.00004635783,0.00157066,0.001414873,0.0002689368,0.00009158188,0.02753038,0.00003545505],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6153657,0.008537282,0.006126661,0.01323036,0.0005314287,0.002071248,0.2026666,0.001756751,0.1497139],"genre_scores_gemma":[0.9471917,0.002531022,0.01201759,0.001452385,0.0001008028,0.0004480531,0.03176392,0.00009438173,0.004400194],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9446927,"threshold_uncertainty_score":0.401284,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00690513983645588,"score_gpt":0.2148144376430501,"score_spread":0.2079092978065943,"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."}}