{"id":"W3154599927","doi":"10.1002/nau.24676","title":"Risk factors for urinary retention after urogynecologic surgery: A retrospective cohort study and prediction model","year":2021,"lang":"en","type":"article","venue":"Neurourology and Urodynamics","topic":"Urinary Tract Infections Management","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Advancing Health Outcomes; University of British Columbia","funders":"","keywords":"Medicine; Urogynecology; Retrospective cohort study; Logistic regression; Concomitant; Cohort; Urinary retention; Odds ratio; Cohort study; Perioperative; Surgery; Urinary incontinence; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003451448,0.0001789471,0.0003496826,0.0001594321,0.0002066062,0.00001879353,0.00002311873,0.0001442065,0.00001578988],"category_scores_gemma":[0.0004367423,0.0001716903,0.00008589053,0.0001402622,0.0000879381,0.0001123382,0.00009360877,0.0003299356,9.35636e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005877569,"about_ca_system_score_gemma":0.00003721639,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001002017,"about_ca_topic_score_gemma":0.000025945,"domain_scores_codex":[0.998665,0.0001694662,0.0002489393,0.0005795725,0.0001142637,0.0002227168],"domain_scores_gemma":[0.9991534,0.0002678228,0.0001101485,0.0002649646,0.000123166,0.00008047419],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004670141,0.001795978,0.9966779,0.00003272962,0.0001973374,0.0001955769,0.0000900935,0.0001980347,0.00001893677,0.0001264338,0.00005040367,0.0001496149],"study_design_scores_gemma":[0.0007289204,0.004499774,0.9127976,0.000003122343,0.0008756219,0.0002609966,0.00007267117,0.07959086,0.000001908895,0.0009901259,0.0000811495,0.0000972271],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953799,0.00007388672,0.002327604,0.0003502778,0.0003614,0.00109701,0.00006936724,0.0001040164,0.000236548],"genre_scores_gemma":[0.998435,0.000466804,0.0001871332,0.0002506758,0.00004121949,0.000206651,0.00008652491,0.0000255799,0.0003004675],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08388022,"threshold_uncertainty_score":0.7001328,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01344374392207994,"score_gpt":0.2427432957047806,"score_spread":0.2292995517827007,"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."}}