{"id":"W4411941276","doi":"10.1186/s12919-025-00333-5","title":"Urinary tract infection in adults: gaps in current guidelines – opinions from an international multidisciplinary panel and relevance to clinical practice","year":2025,"lang":"en","type":"article","venue":"BMC Proceedings","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute of Infection and Immunity","funders":"","keywords":"Medicine; Intensive care medicine; Antimicrobial stewardship; Multidisciplinary approach; Antimicrobial; Asymptomatic bacteriuria; Antibiotic resistance; Psychological intervention; Urinary system; Bacteriuria; Internal medicine; Antibiotics; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008415524,0.0001947235,0.0002871342,0.0006339427,0.00006394241,0.00004908155,0.0001278609,0.00009918462,0.0000145213],"category_scores_gemma":[0.004941885,0.0001977772,0.00005934354,0.0006040204,0.00004497682,0.001051873,0.0002452027,0.0005111411,0.00001818283],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002468667,"about_ca_system_score_gemma":0.0001110813,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005700644,"about_ca_topic_score_gemma":0.0001501128,"domain_scores_codex":[0.9979845,0.00003673388,0.0008802783,0.0006411456,0.0002394293,0.0002178844],"domain_scores_gemma":[0.9987915,0.0003603653,0.0001660865,0.000181709,0.0003695245,0.0001308392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00127028,0.008094581,0.9767237,0.0002148408,0.00002583876,0.00002883417,0.0004316522,0.00004792533,0.00001701407,0.0005272136,0.001061657,0.0115564],"study_design_scores_gemma":[0.002451278,0.001277863,0.933673,0.001832883,0.0000510715,0.00008010703,0.0005644918,0.00460461,0.0000104509,0.0003215231,0.05496809,0.0001646612],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870168,0.0003630542,0.0003634792,0.006665564,0.001220278,0.0009520841,0.0000127838,0.0001134109,0.00329253],"genre_scores_gemma":[0.9760742,0.00304389,0.01914244,0.0005976863,0.0005636438,0.0002830162,0.00008625913,0.00002354725,0.0001853181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05390643,"threshold_uncertainty_score":0.8065121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08608040572333826,"score_gpt":0.4535364216185397,"score_spread":0.3674560158952014,"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."}}