{"id":"W4220915604","doi":"10.1159/000524266","title":"Use of Prophylactic Antibiotics to Prevent Urinary Tract Infection after Urodynamic Testing and Cystoscopy in Women: A Practice Pattern Study","year":2022,"lang":"en","type":"article","venue":"Gynecologic and Obstetric Investigation","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mount Sinai Hospital; University of Toronto","funders":"University of Toronto; American Urogynecologic Society","keywords":"Medicine; Cystoscopy; Urinary system; Antibiotic prophylaxis; Urodynamic testing; Outpatient clinic; Antibiotics; Surgery; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0006508437,0.0001579922,0.0002480269,0.0006951658,0.0001477034,0.00003115421,0.00003327208,0.00004763831,0.00002423427],"category_scores_gemma":[0.003892404,0.000155108,0.00001858664,0.00133942,0.00005092109,0.0003396378,0.00018003,0.0003215683,0.000002277317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005468451,"about_ca_system_score_gemma":0.00007716047,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002509635,"about_ca_topic_score_gemma":0.000009293714,"domain_scores_codex":[0.9983798,0.0003661608,0.0004081996,0.0003589928,0.0002683025,0.0002185788],"domain_scores_gemma":[0.9982806,0.001078125,0.0002428801,0.0001966995,0.00009206431,0.0001096339],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001717857,0.009359346,0.97592,0.0002771295,0.00004062508,0.0003663482,0.002468013,0.001327877,0.0003494028,0.000006197638,0.000005557672,0.009707781],"study_design_scores_gemma":[0.0007639322,0.02201439,0.9730775,0.0000339347,0.000140576,0.0002597401,0.001466146,0.001784016,0.00003396455,0.00005187537,0.000231516,0.0001424362],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970499,0.00009155692,0.00007984534,0.0003040414,0.0001921788,0.002156246,0.000003768924,0.00004594331,0.00007651449],"genre_scores_gemma":[0.997702,0.00002427936,0.001384782,0.0005862159,0.00001505641,0.0001840338,0.000005039251,0.00001569382,0.00008288518],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01265504,"threshold_uncertainty_score":0.6325121,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03251447569549338,"score_gpt":0.2688335747847098,"score_spread":0.2363190990892164,"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."}}