{"id":"W4318218448","doi":"10.1101/2023.01.21.23284862","title":"An Eye on CAUTI Prevention: Bridging the Gap in the Prevention of Catheter-Associated Urinary Tract Infections","year":2023,"lang":"en","type":"preprint","venue":"medRxiv","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Riverview Hospital","funders":"National Institutes of Health; Agency for Healthcare Research and Quality; University of Michigan; U.S. Department of Veterans Affairs","keywords":"Medicine; Intensive care medicine; Infection control; Foley; Urinary system; Intervention (counseling); Disease control; Emergency medicine; Nursing; Internal medicine; Surgery; Environmental health","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":[0.04752985,0.001500323,0.00296944,0.004136222,0.00362321,0.00969786,0.003181821,0.01793439,0.01295557],"category_scores_gemma":[0.09737205,0.0007413819,0.00271688,0.002353252,0.008120011,0.01970009,0.008424968,0.0295336,0.001958209],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00545314,"about_ca_system_score_gemma":0.0279291,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00709091,"about_ca_topic_score_gemma":0.0148733,"domain_scores_codex":[0.9673528,0.02207497,0.002221559,0.001351121,0.005592465,0.001407113],"domain_scores_gemma":[0.8554708,0.09628195,0.006385304,0.003710589,0.02699978,0.01115154],"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":[0.0004602247,0.000884394,0.003486267,0.02374607,0.0004656777,0.0005793419,0.006024855,0.000446473,0.0008516042,0.04105033,0.4421271,0.4798777],"study_design_scores_gemma":[0.0005422721,0.00154358,0.006499905,0.08505248,0.0008275375,0.001044865,0.01462309,0.0006911506,0.000823681,0.09540284,0.7927238,0.0002247345],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0007407826,0.1392844,0.001171632,0.848536,0.008375299,0.00003911684,0.00003687311,0.00004085064,0.001774987],"genre_scores_gemma":[0.03503128,0.342824,0.01811817,0.5679274,0.03259714,0.0003544908,0.00007672428,0.000107981,0.002962798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04752985,"threshold_uncertainty_score":0.2513649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07353111882256723,"score_gpt":0.359879470957003,"score_spread":0.2863483521344357,"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."}}