{"id":"W3164074638","doi":"10.1097/ju.0000000000001840","title":"Urinary Symptom Nonresponse (“LUTS Failure”) after Urethroplasty: Incidence and Associations","year":2021,"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":"","keywords":"Urethroplasty; Medicine; Lower urinary tract symptoms; Incidence (geometry); Urethral stricture; Urology; International Prostate Symptom Score; General surgery; Cystoscopy; Surgery; Urinary system; Urethra; Internal medicine; Prostate","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":[0.0003591495,0.00008142136,0.000229848,0.00003306123,0.00006722009,0.000007517235,0.00005284597,0.00009328275,0.0002217358],"category_scores_gemma":[0.0005224506,0.00004667874,0.00006662828,0.00009312584,0.0001150516,0.00004950362,0.00006347694,0.0002866693,0.00001408639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001987331,"about_ca_system_score_gemma":0.00009321791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002721865,"about_ca_topic_score_gemma":0.00001574102,"domain_scores_codex":[0.9990551,0.0003342832,0.0002142139,0.00007722023,0.0001706256,0.000148503],"domain_scores_gemma":[0.9989411,0.0005770986,0.0001408466,0.0001196578,0.0001366043,0.00008469038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.008208007,0.001642684,0.9658123,0.00001855327,0.001222019,0.009188409,0.001822088,0.00002781415,0.004685327,0.0002605395,0.00341876,0.003693547],"study_design_scores_gemma":[0.001414535,0.002002351,0.9838261,0.000007562062,0.0004822518,0.00711246,0.00009101155,0.00002364843,0.00006084507,0.001299886,0.003633698,0.00004564253],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9734758,0.004234476,0.0001628382,0.02177964,0.00008399141,0.00005415126,0.000005724737,0.000004867602,0.0001985117],"genre_scores_gemma":[0.995513,0.00055698,0.0003110408,0.00335059,0.00006653721,0.00000193422,0.000001210065,0.000006394646,0.0001923399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02203718,"threshold_uncertainty_score":0.2427851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01169572438540217,"score_gpt":0.2710978305562619,"score_spread":0.2594021061708597,"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."}}