{"id":"W4378514966","doi":"10.1002/ijgo.14892","title":"Reducing urinary tract infection in female pelvic surgery: A retrospective cohort study","year":2023,"lang":"en","type":"article","venue":"International Journal of Gynecology & Obstetrics","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia; McMaster University","funders":"University of British Columbia","keywords":"Medicine; Retrospective cohort study; Urinary system; Cohort; Cohort study; Surgery; Gynecology; General 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":[0.001033443,0.0002767014,0.0003794942,0.0007425691,0.0004532328,0.0005405016,0.0003262731,0.0004170426,0.001801265],"category_scores_gemma":[0.004011753,0.0003900929,0.0005599089,0.001073475,0.0002261392,0.0006351601,0.0004206731,0.0004470573,0.0003000594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002870295,"about_ca_system_score_gemma":0.0005174063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002554234,"about_ca_topic_score_gemma":0.003135363,"domain_scores_codex":[0.9992058,0.0001886905,0.0001114639,0.0001957867,0.0001706998,0.0001275628],"domain_scores_gemma":[0.9974949,0.0003833471,0.00132197,0.000233913,0.0002640504,0.0003017993],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001071317,0.00004407418,0.9991707,0.000006171826,0.0000298189,0.00003707265,0.00002940748,0.000007516553,0.00005049906,0.00000326968,0.00003728564,0.0004770787],"study_design_scores_gemma":[0.00002488607,0.0006023349,0.9984217,0.00001038264,0.00003441546,0.0004330721,0.0002008611,0.00006532054,0.00004898084,0.000005239137,0.0001483616,0.000004321137],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9993501,0.0001428682,0.0000563033,0.00001776582,0.000004578611,0.00001868117,0.0002870818,0.000002021669,0.000120672],"genre_scores_gemma":[0.9992536,0.0001406362,0.0001096199,0.00002777996,0.00001001557,0.00002358966,0.0003558403,0.000001812424,0.0000772116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002554234,"threshold_uncertainty_score":0.006025791,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02967021924981043,"score_gpt":0.3230827011671687,"score_spread":0.2934124819173582,"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."}}