{"id":"W4405250055","doi":"10.1097/ju.0000000000004369","title":"Development and Validation of the Length, Segment, and Etiology Anterior Urethral Stricture Disease Staging System Using Longitudinal Urethroplasty Outcomes Data From the Trauma and Urologic Reconstructive Network of Surgeons","year":2025,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Institute of Diabetes and Digestive and Kidney Diseases","keywords":"Medicine; Urethroplasty; Urethral stricture; Surgery; Etiology; Urethra; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005093312,0.0005177712,0.0004709609,0.002621104,0.00040976,0.00136887,0.0008792543,0.0004079616,0.001345345],"category_scores_gemma":[0.01395042,0.0002773527,0.0007297116,0.001423724,0.0002718201,0.0005849617,0.001733238,0.0005956499,0.0007716751],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006491703,"about_ca_system_score_gemma":0.002437731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01035615,"about_ca_topic_score_gemma":0.01981732,"domain_scores_codex":[0.9976512,0.0005465253,0.0004105002,0.0005703676,0.0006253947,0.0001959216],"domain_scores_gemma":[0.9905795,0.001239895,0.002449491,0.001148562,0.003713842,0.0008687371],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001766981,0.00006401035,0.9786952,0.00009317973,0.0001620815,0.00004679361,0.0001466538,0.0007117083,0.0006406569,0.0001076115,0.003016403,0.01613906],"study_design_scores_gemma":[0.00004882231,0.000221195,0.9859417,0.0002072902,0.0001718753,0.0002745141,0.0003601748,0.006301573,0.0008004209,0.0001394514,0.005510149,0.00002284948],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550781,0.0006201433,0.005136373,0.0002381926,0.000119438,0.0005376288,0.03584528,0.0001393261,0.002285552],"genre_scores_gemma":[0.8749658,0.000355764,0.008861838,0.0001123067,0.00009329225,0.0005784364,0.1143997,0.00004864204,0.0005842455],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01035615,"threshold_uncertainty_score":0.02693629,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04994506969110746,"score_gpt":0.2954249781345534,"score_spread":0.2454799084434459,"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."}}