{"id":"W4408093268","doi":"10.1016/j.urology.2025.02.027","title":"Urethral Stricture Symptom and Impact Measure Validation Study","year":2025,"lang":"en","type":"article","venue":"Urology","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Urethral stricture; Measure (data warehouse); Surgery; Urethra","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":[0.00006188297,0.0000970613,0.0001886962,0.00007716617,0.0000477286,0.000007604936,0.0000296354,0.0001180267,0.0001193255],"category_scores_gemma":[0.0000817369,0.00006174175,0.00003902967,0.0001276415,0.00003537421,0.00001863303,0.00002765222,0.0001322988,0.000009549472],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001537981,"about_ca_system_score_gemma":0.00003048358,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003362814,"about_ca_topic_score_gemma":0.000008374249,"domain_scores_codex":[0.9994325,0.00006619076,0.00009499922,0.0001944713,0.00007238315,0.0001394375],"domain_scores_gemma":[0.9997162,0.00004886353,0.0000216554,0.0001297065,0.00003419517,0.00004944045],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003891365,0.0006265826,0.9922078,0.000004996919,0.0003230649,0.00004561755,0.0001318607,0.00002824605,0.00009497465,0.0002053038,0.00072631,0.00521616],"study_design_scores_gemma":[0.003211336,0.003091877,0.9909804,0.000001668415,0.0003922561,0.00001642647,0.00005254346,0.0001558894,0.00001773374,0.001491798,0.0005404947,0.00004752025],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.993475,0.0008199757,0.0002178593,0.001818621,0.0000670767,0.0003975105,0.000003458877,0.00003647599,0.003163992],"genre_scores_gemma":[0.9987534,0.00001516942,0.00001244403,0.000917781,0.00001852873,0.00001438445,0.00001805036,0.000004293338,0.0002459537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005278364,"threshold_uncertainty_score":0.2517755,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0129081958072797,"score_gpt":0.3180299146199267,"score_spread":0.305121718812647,"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."}}