{"id":"W2129900193","doi":"10.1086/673151","title":"Downstream Impact of Urine Cultures Ordered without Indication at Two Acute Care Teaching Hospitals","year":2013,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":45,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Mount Sinai Hospital; Sunnybrook Health Science Centre; Health Sciences Centre; University Health Network","funders":"","keywords":"Medicine; Dysuria; Urinalysis; Pyuria; Urine; Urinary system; Bacteriuria; Genitourinary system; Acute care; Internal medicine; Emergency medicine; Intensive care medicine; Health care","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":[0.001563696,0.0003980768,0.000345247,0.001038963,0.001782929,0.002552622,0.0008943102,0.000674267,0.003348571],"category_scores_gemma":[0.01441626,0.0005065795,0.000384029,0.001785211,0.0007878881,0.0009056876,0.002328225,0.001358895,0.0003174471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006057071,"about_ca_system_score_gemma":0.006510916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.09136327,"about_ca_topic_score_gemma":0.1270339,"domain_scores_codex":[0.9950479,0.001602661,0.0003611088,0.0005697069,0.0008413072,0.00157732],"domain_scores_gemma":[0.9706278,0.005610361,0.01091244,0.000778379,0.004244159,0.007826931],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003401031,0.0001723789,0.9941471,0.00001885968,0.00002456259,0.0002477264,0.0006088581,0.0001093265,0.0001895421,0.00004766568,0.0005304413,0.003563412],"study_design_scores_gemma":[0.00001869682,0.0003846121,0.9955244,0.00003233298,0.00002015629,0.0001510125,0.002961856,0.0004184015,0.0001799673,0.00002627382,0.0002691789,0.00001305856],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987847,0.00005982586,0.00003841978,0.0002464422,0.000009930662,0.00002279808,0.0003166028,0.000005333975,0.0005158708],"genre_scores_gemma":[0.9993207,0.00005943237,0.00007935747,0.0001015305,0.00001550256,0.000009239203,0.0002390109,0.000003226403,0.000171991],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09136327,"threshold_uncertainty_score":0.181663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008460037279303537,"score_gpt":0.3355324014629895,"score_spread":0.3270723641836859,"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."}}