{"id":"W2726535593","doi":"10.1093/geroni/igx004.4946","title":"OUTCOMES OF A QUALITY IMPROVEMENT INTERVENTION TO REDUCE UNNECESSARY URINARY CATHETER UTILIZATION","year":2017,"lang":"en","type":"article","venue":"Innovation in Aging","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sinai Health System; University of Toronto","funders":"","keywords":"Medicine; Urinary system; Psychological intervention; Urinary catheterization; Cohort; Incidence (geometry); Emergency medicine; Catheter; Intensive care medicine; Surgery; Internal medicine; Nursing","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":[0.004502992,0.0003975916,0.0004917399,0.0006191391,0.0005007121,0.0005126914,0.000406501,0.0006559473,0.002198674],"category_scores_gemma":[0.0125609,0.0001573854,0.0008402222,0.0005710509,0.0003568873,0.0005492247,0.001087825,0.0006260584,0.000124934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001190426,"about_ca_system_score_gemma":0.002336449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003130916,"about_ca_topic_score_gemma":0.003005815,"domain_scores_codex":[0.9960366,0.002289455,0.0003089126,0.0003088399,0.0004458475,0.0006103296],"domain_scores_gemma":[0.9932669,0.002022182,0.002011993,0.000381242,0.0005384784,0.001779149],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.09864517,0.1759887,0.2023013,0.001378956,0.001456575,0.0002926676,0.001701356,0.007516362,0.005177091,0.0007983995,0.003075876,0.5016676],"study_design_scores_gemma":[0.01492787,0.2781241,0.6944477,0.0001877653,0.0007875109,0.00008526476,0.0004953973,0.006015987,0.002850909,0.0003783282,0.001636861,0.00006230149],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973399,0.0001670188,0.0005057321,0.0003130247,0.00004527691,0.0006141412,0.0001342932,0.00003405792,0.0008465241],"genre_scores_gemma":[0.9982186,0.00007553675,0.0009144857,0.00008836322,0.00004138421,0.0003674656,0.0001034162,0.000002332988,0.0001884153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004502992,"threshold_uncertainty_score":0.02381438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09625371208895218,"score_gpt":0.4216774198548947,"score_spread":0.3254237077659425,"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."}}