{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0008976735,0.0002844927,0.0003613916,0.0005441532,0.000100164,0.0000886222,0.00005629061,0.0001269243,0.00002199497],"category_scores_gemma":[0.0001698803,0.0002779872,0.00004792002,0.0003820538,0.00006221102,0.0003198768,0.0002305262,0.0007093785,0.000008917526],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002062984,"about_ca_system_score_gemma":0.00005721926,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001353107,"about_ca_topic_score_gemma":0.0001834663,"domain_scores_codex":[0.9978859,0.0002768742,0.000477871,0.0007662681,0.0001908811,0.0004021463],"domain_scores_gemma":[0.9990792,0.0002171797,0.0001404363,0.0003519989,0.0000346054,0.00017663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009762747,0.06515431,0.8385808,0.00280824,0.0009795956,0.01115728,0.01632613,0.004952458,0.002962791,0.001308332,0.00005793564,0.04594941],"study_design_scores_gemma":[0.001267848,0.0305525,0.9432412,0.00006104656,0.0002950551,0.0009881341,0.0005219678,0.01699539,0.000004507217,0.0001627938,0.005591113,0.0003184284],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937025,0.0003081298,0.0006650886,0.002729342,0.0005417315,0.001540125,0.000007256155,0.00015172,0.0003541448],"genre_scores_gemma":[0.9969283,0.0005354843,0.0003249552,0.00140156,0.00007341066,0.0004532447,0.000006070594,0.00004251995,0.0002344942],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1046604,"threshold_uncertainty_score":0.9999672,"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."}}