{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001106933,0.000115196,0.0002152037,0.0007369838,0.0002556547,0.0003721971,0.0002592092,0.0003803106,0.001087912],"category_scores_gemma":[0.003966424,0.0002190624,0.000280196,0.001222036,0.000204596,0.000525226,0.000328106,0.0002674407,0.0002259851],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003392374,"about_ca_system_score_gemma":0.000443696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004179143,"about_ca_topic_score_gemma":0.006968849,"domain_scores_codex":[0.9992427,0.0002852969,0.0001171117,0.0001176962,0.0001548157,0.00008243605],"domain_scores_gemma":[0.9972743,0.0006778602,0.001384925,0.00009802447,0.0003112337,0.0002536415],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002156187,0.00003395171,0.9989887,0.000007885044,0.00001089313,0.00001500757,0.0001487836,0.000005029756,0.00004795709,0.000003337789,0.00002553011,0.0006915252],"study_design_scores_gemma":[0.000006524025,0.0001733844,0.9986368,0.00001324301,0.00001398091,0.0001988738,0.0006553277,0.0001134285,0.00003697077,0.00000522549,0.0001439421,0.000002228107],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994206,0.0001383086,0.00004644963,0.00005449968,0.000001876974,0.00001039596,0.0000979689,0.000001115039,0.0002287628],"genre_scores_gemma":[0.9995722,0.0001286083,0.0001014013,0.00003427621,0.000004717698,0.00001182488,0.0000776088,8.086486e-7,0.00006854415],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004179143,"threshold_uncertainty_score":0.008309662,"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."}}