{"id":"W4392958936","doi":"10.1002/nau.25447","title":"Optimizing practices to prevent urinary tract infection after cystoscopy and urodynamics in women: A quality improvement study","year":2024,"lang":"en","type":"article","venue":"Neurourology and Urodynamics","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Mount Sinai Hospital; University of Toronto","funders":"","keywords":"Medicine; Cystoscopy; Urinary system; Urology; Internal 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":[0.02856158,0.0002955356,0.0003964308,0.0007988285,0.0008708552,0.001102961,0.0008278362,0.0005371604,0.001007891],"category_scores_gemma":[0.03445232,0.0002837873,0.0007868902,0.001647455,0.0007785689,0.0009954908,0.001193437,0.0006637998,0.0001046697],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002971794,"about_ca_system_score_gemma":0.00684929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005983344,"about_ca_topic_score_gemma":0.008674665,"domain_scores_codex":[0.984387,0.01023853,0.001405013,0.0009355505,0.002315223,0.0007186775],"domain_scores_gemma":[0.9691864,0.008900346,0.01216524,0.001676637,0.004942503,0.003128862],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001501808,0.004038711,0.8813897,0.000868474,0.0004928322,0.00005424271,0.005616579,0.0004710668,0.0007341373,0.0001813146,0.0008919581,0.1037592],"study_design_scores_gemma":[0.00109637,0.0141345,0.9752126,0.00046647,0.0003648344,0.00009825452,0.003632013,0.0007998918,0.000670558,0.00008496833,0.003410983,0.00002858287],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934063,0.001969131,0.001320875,0.00124358,0.00004369855,0.0008505156,0.000160622,0.00003100441,0.000974218],"genre_scores_gemma":[0.994484,0.0007025133,0.003793236,0.0003677294,0.00003081514,0.0003434985,0.0001335853,0.00000498091,0.000139644],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02856158,"threshold_uncertainty_score":0.1510499,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01497563632105563,"score_gpt":0.3321019900551751,"score_spread":0.3171263537341195,"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."}}