{"id":"W3036725548","doi":"10.1016/j.urology.2020.03.072","title":"Development and Validation of A Male Anterior Urethral Stricture Classification System","year":2020,"lang":"en","type":"article","venue":"Urology","topic":"Urological Disorders and Treatments","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Medicine; Urethral stricture; Etiology; Urethroplasty; Inter-rater reliability; Surgery; Retrospective cohort study; Internal medicine; 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":[0.0000236741,0.00005325276,0.0001429186,0.00002111591,0.00001824577,0.000001979736,0.00001906349,0.00007491729,0.00004169927],"category_scores_gemma":[0.00002217477,0.0000387798,0.00001585076,0.00005244803,0.00002654282,0.0000124062,0.00001469478,0.0000466721,0.00001151596],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008407451,"about_ca_system_score_gemma":0.00001794143,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001611116,"about_ca_topic_score_gemma":4.298844e-7,"domain_scores_codex":[0.9995971,0.00002048678,0.0001328819,0.0001270057,0.00005317911,0.00006928488],"domain_scores_gemma":[0.9998143,0.00001155431,0.00005353224,0.00004814901,0.000021875,0.00005052954],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002894698,0.0006691979,0.8547239,0.0008658674,0.0005336479,0.000187598,0.005181884,0.00002740073,0.07810175,0.007129938,0.000614894,0.04906918],"study_design_scores_gemma":[0.005358382,0.003311645,0.9633928,0.00002436173,0.0003623851,0.0002218337,0.0008689341,0.00459343,0.009193879,0.0000561124,0.01243721,0.0001790433],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9954153,0.0002615296,0.000924997,0.001969474,0.00002129099,0.0001596503,0.000002727079,0.00002261297,0.001222407],"genre_scores_gemma":[0.9986477,0.000009994639,0.0007558942,0.000512747,0.00001521971,0.000009336302,0.00002466447,0.000003664527,0.00002078199],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1086688,"threshold_uncertainty_score":0.1581394,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03913605529527932,"score_gpt":0.25966563077537,"score_spread":0.2205295754800907,"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."}}