{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002634117,0.0003290977,0.0004427843,0.0005526739,0.0002254917,0.00005782035,0.0004242166,0.0002396003,0.00009368671],"category_scores_gemma":[0.0003263151,0.0002292287,0.0004455973,0.0007452964,0.00009827338,0.0001138102,0.0002079153,0.001380142,0.00005883091],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000302421,"about_ca_system_score_gemma":0.0001758603,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004130703,"about_ca_topic_score_gemma":0.0002581523,"domain_scores_codex":[0.9968672,0.000975872,0.0007091572,0.0005336642,0.0005875141,0.0003265261],"domain_scores_gemma":[0.9975888,0.0003012673,0.0005225939,0.001427342,0.0001021014,0.00005796899],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002487078,0.2434437,0.7254963,0.001193615,0.001461059,0.0006146337,0.005874391,0.01496263,0.0003041507,0.001228948,0.001636067,0.003535828],"study_design_scores_gemma":[0.0006600089,0.01104263,0.9813539,0.001525867,0.0006178069,0.00006967333,0.0003486137,0.001273103,0.00009501095,0.001728166,0.001047215,0.0002379986],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9898835,0.00008741803,0.0003788166,0.003467026,0.0008239656,0.002214676,0.00002047916,0.0002350624,0.002889022],"genre_scores_gemma":[0.995987,0.0001860836,0.00002857372,0.000107385,0.000264126,0.0006593644,0.0001883042,0.00006180566,0.002517343],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2558576,"threshold_uncertainty_score":0.9347675,"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."}}