{"id":"W3175748422","doi":"10.1097/inf.0000000000003170","title":"Establishing Benchmarks for Antimicrobial Use in Canadian Children’s Hospitals","year":2021,"lang":"en","type":"article","venue":"The Pediatric Infectious Disease Journal","topic":"Antibiotic Use and Resistance","field":"Immunology and Microbiology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Children's Hospital of Eastern Ontario; University of Ottawa; Université de Montréal; Centre Hospitalier Universitaire Sainte-Justine","funders":"","keywords":"Medicine; Antimicrobial; Antibiotics; Pneumonia; Pediatrics; Penicillin; Antimicrobial stewardship; Intensive care medicine; Emergency medicine; Internal medicine; Antibiotic resistance","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":[0.00427321,0.0005733083,0.0004074507,0.006431724,0.002089126,0.001755396,0.002302988,0.0004820659,0.001134078],"category_scores_gemma":[0.01553896,0.0002549179,0.0005055575,0.007562042,0.0006968739,0.0006461199,0.001485787,0.0006619311,0.0001914684],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05493473,"about_ca_system_score_gemma":0.06585848,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9861946,"about_ca_topic_score_gemma":0.98707,"domain_scores_codex":[0.9921897,0.0006649449,0.0006256435,0.0005654973,0.004315931,0.001638172],"domain_scores_gemma":[0.9806106,0.0008942232,0.002742965,0.0002950101,0.01336074,0.002096415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006123969,0.00002911318,0.9697558,0.0002248951,0.00004734566,0.00003678075,0.0007183648,0.0006012339,0.0002081843,0.0004452006,0.007411531,0.02046034],"study_design_scores_gemma":[0.000004262142,0.0000324181,0.9947632,0.00008162636,0.00001068198,0.00002744739,0.0007553946,0.0006246849,0.0001610956,0.00003658862,0.003490255,0.00001224156],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9143781,0.005542948,0.002876672,0.003823488,0.0001438613,0.0007702302,0.0464609,0.0003526436,0.02565122],"genre_scores_gemma":[0.983185,0.001378044,0.005665854,0.0003389667,0.00003061508,0.0001754864,0.008659506,0.00002265571,0.0005439663],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05493473,"threshold_uncertainty_score":0.3985812,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004920826406925534,"score_gpt":0.2072840885752278,"score_spread":0.2023632621683023,"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."}}