{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01543072,0.000452445,0.0007851443,0.004615404,0.001248694,0.00267085,0.001300629,0.0008624973,0.002709808],"category_scores_gemma":[0.02282225,0.0003258811,0.001078098,0.001285943,0.0005707287,0.001541033,0.002306606,0.0009513384,0.001184491],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055619,"about_ca_system_score_gemma":0.004080575,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004267831,"about_ca_topic_score_gemma":0.006496562,"domain_scores_codex":[0.9937907,0.001608405,0.001321383,0.000824901,0.002080288,0.0003743092],"domain_scores_gemma":[0.9771533,0.004745634,0.002534493,0.001897632,0.01260645,0.001062495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005735234,0.0006953658,0.756368,0.0003928832,0.0002966628,0.0002272901,0.001074515,0.001301729,0.009481728,0.001968487,0.01048697,0.217133],"study_design_scores_gemma":[0.0001627976,0.0008738374,0.9357495,0.0005157978,0.0004287985,0.001050049,0.001382218,0.02210357,0.008336267,0.001401038,0.02790613,0.00008992477],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9266424,0.001343656,0.0478767,0.001238593,0.0007833445,0.004426576,0.007447054,0.0006392722,0.00960247],"genre_scores_gemma":[0.8532341,0.0005353845,0.1210571,0.0003554399,0.0002263949,0.002652579,0.01770484,0.0001544733,0.004079601],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01543072,"threshold_uncertainty_score":0.08160639,"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."}}