{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003293393,0.0002959266,0.0003626561,0.0003460346,0.001262183,0.000284662,0.00006796701,0.0002270203,0.0000273608],"category_scores_gemma":[0.0002497558,0.0002337365,0.0001881303,0.0007637129,0.0003180314,0.0004864895,0.00006361007,0.0003612929,0.0001804612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002971811,"about_ca_system_score_gemma":0.0001759677,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.08043104,"about_ca_topic_score_gemma":0.6006187,"domain_scores_codex":[0.9982653,0.0001155858,0.0004246625,0.0004486632,0.0002140812,0.0005317238],"domain_scores_gemma":[0.9988347,0.0001208437,0.0002430026,0.0002777011,0.0002661989,0.0002575666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002966444,0.0001330092,0.9285209,0.0001097303,0.0001243309,0.00004437378,0.0001126588,0.00004805027,0.007458993,0.00005836126,0.0625926,0.0005003097],"study_design_scores_gemma":[0.002478268,0.0002773058,0.9500098,0.00009744603,0.0001135471,0.0000613513,0.000003276723,0.0001730035,0.00203392,0.00001840882,0.04442422,0.000309404],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940277,0.00003768729,0.00003132565,0.001672351,0.001764205,0.001496443,0.0002059124,0.0003389906,0.0004253871],"genre_scores_gemma":[0.9955595,0.0005030441,0.00002613305,0.0008290915,0.0005619528,0.000103899,0.0001992003,0.00003925996,0.002177938],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5201876,"threshold_uncertainty_score":0.9707816,"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."}}