{"id":"W4241018595","doi":"10.1017/ice.2020.1125","title":"A Descriptive Analysis of Outpatient Antimicrobial Use for Urinary Tract Infections in Virginia","year":2020,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Alberta; University of Toronto; BC Children's Hospital; Public Health Agency; Public Health Agency of Canada","keywords":"Medicine; Nitrofurantoin; Antibiotics; Internal medicine; Cephalosporin; Trimethoprim; Pediatrics; Medicaid; Diagnosis code; Ciprofloxacin; Emergency medicine; Population; Health care; Environmental health; Microbiology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005530076,0.0001577771,0.0003538253,0.003481058,0.0004786925,0.0007926562,0.0004397541,0.0002096557,0.001904886],"category_scores_gemma":[0.003381841,0.00020458,0.0006752859,0.00325412,0.0001886634,0.000473117,0.0005807821,0.0003501053,0.0002309093],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230682,"about_ca_system_score_gemma":0.002144743,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03891021,"about_ca_topic_score_gemma":0.03937148,"domain_scores_codex":[0.9992304,0.00008932968,0.0001614515,0.0001706657,0.0001863986,0.0001618218],"domain_scores_gemma":[0.9969026,0.0006878909,0.001482741,0.0001099124,0.0005469213,0.0002698378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007744267,0.00006738847,0.9939902,0.00005291905,0.00007040718,0.00008651448,0.0002621528,0.0001303004,0.0001444086,0.00007221141,0.001622941,0.003423243],"study_design_scores_gemma":[0.000005899714,0.00006844693,0.9964195,0.0000539919,0.00002375461,0.0002182474,0.001109605,0.0003310485,0.00006213618,0.00004271872,0.001655624,0.000009069347],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9809403,0.0002516322,0.0003096115,0.0001068338,0.00001073602,0.0001084211,0.01646469,0.00003010562,0.001777656],"genre_scores_gemma":[0.9873068,0.0003323008,0.000489272,0.00009755371,0.00001576189,0.000215734,0.0111188,0.00001763535,0.0004062231],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03891021,"threshold_uncertainty_score":0.07736748,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04258920702906557,"score_gpt":0.3087964063344777,"score_spread":0.2662071993054121,"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."}}