{"id":"W4366286459","doi":"10.1186/s13756-023-01219-x","title":"Antimicrobial use among paediatric inpatients at hospital sites within the Canadian Nosocomial Infection Surveillance Program, 2017/2018","year":2023,"lang":"en","type":"article","venue":"Antimicrobial Resistance and Infection Control","topic":"Neonatal and Maternal Infections","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"SickKids Foundation; Ottawa Hospital; Sinai Health System; University of New Brunswick; Sunnybrook Health Science Centre; University of Alberta; North York General Hospital; Kingston Health Sciences Centre; Stollery Children's Hospital; Izaak Walton Killam Health Centre; Manitoba Health; Hôpital Maisonneuve-Rosemont; University of Manitoba; Children's Hospital of Winnipeg; University of Toronto; Nova Scotia Health Authority; Western University; London Health Sciences Centre; Jewish General Hospital; Alberta Health Services; Canada Research Chairs; Dalhousie University; University of Waterloo; Foothills Medical Centre; Université de Montréal; Public Health Agency of Canada; McGill University Health Centre; Windsor Regional Hospital; Royal Jubilee Hospital; Health Sciences Centre; University of Calgary","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Cefazolin; Piperacillin; Tazobactam; Antimicrobial; Emergency medicine; Ceftriaxone; Intensive care; Pediatrics; Antimicrobial stewardship; Intensive care medicine; Antibiotic resistance; Antibiotics; Imipenem","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":[0.0009256944,0.0004871192,0.0004418155,0.002214423,0.00136279,0.0009643992,0.001343088,0.000253589,0.0009770915],"category_scores_gemma":[0.004829343,0.0003008695,0.000527788,0.004831828,0.0004395028,0.0003739386,0.000780208,0.0006065773,0.0001353437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0266225,"about_ca_system_score_gemma":0.02761143,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9750941,"about_ca_topic_score_gemma":0.9859055,"domain_scores_codex":[0.9976204,0.00009664961,0.0002068245,0.0002166149,0.001453867,0.0004056512],"domain_scores_gemma":[0.9951201,0.0001694636,0.001421541,0.00009068329,0.002598257,0.0005999149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005407371,0.0000100857,0.9905393,0.0001236252,0.00005186152,0.00005802335,0.0002641329,0.0001008199,0.0001149131,0.00004530557,0.002650422,0.005987378],"study_design_scores_gemma":[0.000002864487,0.00001781895,0.998648,0.00003786985,0.00001665955,0.0000676905,0.0002256339,0.00009569753,0.00007806234,0.000004878003,0.0008005168,0.000004422001],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9545995,0.003053494,0.0003411536,0.0005824727,0.000037803,0.0001797777,0.03547416,0.00007951968,0.005652236],"genre_scores_gemma":[0.9851102,0.002059579,0.0008924124,0.0002097861,0.00002724731,0.00006600106,0.01111718,0.00001197503,0.0005057193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0266225,"threshold_uncertainty_score":0.1931607,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100156095471619,"score_gpt":0.2395142646258038,"score_spread":0.2285127036710876,"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."}}