{"id":"W2805606473","doi":"10.1017/ice.2018.100","title":"Modified Reporting of Positive Urine Cultures to Reduce Inappropriate Treatment of Asymptomatic Bacteriuria Among Nonpregnant, Noncatheterized Inpatients: A Randomized Controlled Trial","year":2018,"lang":"en","type":"article","venue":"Infection Control and Hospital Epidemiology","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"Health Research Board","keywords":"Medicine; Bacteriuria; Randomized controlled trial; Urinary system; Urine; Internal medicine; Asymptomatic; Antibiotics; Urinalysis; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.004917659,0.002159354,0.004120881,0.0008231445,0.0005334101,0.001512756,0.001607977,0.003363913,0.005178921],"category_scores_gemma":[0.00935959,0.0009747499,0.003295622,0.0006799501,0.001801038,0.001274954,0.0006450176,0.002730072,0.0004100089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00091695,"about_ca_system_score_gemma":0.001624712,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001544478,"about_ca_topic_score_gemma":0.001774641,"domain_scores_codex":[0.9951944,0.003306186,0.0004222315,0.0004536421,0.0003449377,0.0002785688],"domain_scores_gemma":[0.9956865,0.002006918,0.001297657,0.0002849542,0.0002188732,0.0005050555],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"randomized_trial","study_design_gemma":"randomized_trial","study_design_scores_codex":[0.9776976,0.006849881,0.0003361696,0.001871151,0.001659397,0.00002473006,0.00004652514,0.0002203859,0.0004983618,0.00009813798,0.0003142246,0.01038331],"study_design_scores_gemma":[0.9757478,0.02243339,0.0004246149,0.00008163218,0.0006566847,0.000009884481,0.00001065073,0.0002933014,0.0001352774,0.00007586197,0.000122074,0.00000872339],"study_design_candidate":"randomized_trial","study_design_consensus":"randomized_trial","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.967048,0.01422161,0.002147175,0.001279943,0.002489229,0.01049414,0.0005197386,0.0002860793,0.001513995],"genre_scores_gemma":[0.9782646,0.004285949,0.004402152,0.001285245,0.001237483,0.009129831,0.0002311374,0.00002592357,0.001137808],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005178921,"threshold_uncertainty_score":0.02600741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223061486643856,"score_gpt":0.3300479789428584,"score_spread":0.3077418302784728,"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."}}