{"id":"W2753505224","doi":"10.1093/ofid/ofx162.149","title":"Outcomes of a Provincial Pilot Program to Reduce Unnecessary Urine Culturing and Antibiotic Overuse in Long-term Care","year":2017,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"St Joseph's Health Centre; University of Ottawa; Canada Health Infoway; Public Health Ontario; University of Toronto","funders":"","keywords":"Medicine; Nitrofurantoin; Fosfomycin; Antibiotics; Urine; Rate ratio; Antimicrobial stewardship; Ciprofloxacin; Urinary system; Bacteriuria; Poisson regression; Antibiotic resistance; Emergency medicine; Internal medicine; Confidence interval; Environmental health; Population","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":[0.003996867,0.0004104683,0.0004224066,0.0007016724,0.002816138,0.00114919,0.001643933,0.0005805079,0.001536063],"category_scores_gemma":[0.01025858,0.0003227493,0.0008126209,0.001167521,0.0008342254,0.0004645959,0.002178814,0.0008996354,0.0001459604],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03402377,"about_ca_system_score_gemma":0.08490612,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.7785324,"about_ca_topic_score_gemma":0.8589001,"domain_scores_codex":[0.996829,0.0008346417,0.0001472049,0.0001919205,0.0006566045,0.001340585],"domain_scores_gemma":[0.9880739,0.0008517934,0.002014639,0.0004742161,0.003596988,0.004988522],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006965436,0.0244907,0.7697065,0.0009827201,0.0003163516,0.0005764107,0.007221241,0.002550935,0.002643885,0.0003921482,0.0114369,0.1727169],"study_design_scores_gemma":[0.001065331,0.008873345,0.9820538,0.0001925942,0.0001235801,0.00004960363,0.003035024,0.001945429,0.0005997422,0.00007472894,0.001957104,0.00002988705],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995621,0.0001145016,0.0002507814,0.0005726952,0.00001893844,0.001728992,0.0005338956,0.00004446882,0.001114683],"genre_scores_gemma":[0.9959008,0.0001231808,0.001239339,0.0002802683,0.0000147124,0.001155587,0.0004901195,0.000004782237,0.0007912207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7785324,"threshold_uncertainty_score":0.4455436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01996902509082531,"score_gpt":0.349062710556288,"score_spread":0.3290936854654626,"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."}}