{"id":"W4414492539","doi":"10.1097/ju.0000000000004776","title":"Reply by Authors","year":2025,"lang":"en","type":"article","venue":"The Journal of Urology","topic":"Urinary and Genital Oncology Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Centre hospitalier universitaire de Québec; Sunnybrook Health Science Centre; University of Alberta; Alberta University of the Arts; Queen Elizabeth II Health Sciences Centre; University of Manitoba; Juravinski Cancer Centre; University of Ottawa; McGill University Health Centre; McMaster University; Alberta Health Services; Dalhousie University; Windsor Regional Hospital; Health Sciences Centre; University Health Network; Ottawa Hospital","funders":"","keywords":"","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":[0.000546187,0.00004765236,0.0001971903,0.00005793606,0.0000666215,0.00000100584,0.00009102114,0.00004763937,0.00004182981],"category_scores_gemma":[0.0001910225,0.00002574029,0.00005576133,0.00008716078,0.0001667804,0.00001860985,0.00003802163,0.0003042366,0.00001050257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001333053,"about_ca_system_score_gemma":0.00005851445,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003147308,"about_ca_topic_score_gemma":0.000001168567,"domain_scores_codex":[0.9994781,0.0001197757,0.0002097823,0.00003747972,0.00005489594,0.00009993965],"domain_scores_gemma":[0.9994514,0.0002400322,0.0001051911,0.00009991817,0.00007455463,0.0000288824],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003976122,0.0002804974,0.0166199,0.00001560044,0.0007689261,0.0002394088,0.0006630656,0.000009612259,0.005909822,0.0007916722,0.9651911,0.005534309],"study_design_scores_gemma":[0.001376274,0.004365213,0.03985287,0.000008820571,0.0007442069,0.002623686,0.0002847482,0.000008624946,0.0006803023,0.003576283,0.9464415,0.00003745409],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7468066,0.01034057,0.0002775334,0.2221838,0.0007078903,0.00006902863,8.421145e-7,0.000007880436,0.01960588],"genre_scores_gemma":[0.9725948,0.0003518124,0.00006079619,0.01640407,0.00009839596,5.177226e-7,2.059764e-7,0.000002503939,0.01048693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2257882,"threshold_uncertainty_score":0.1321774,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01242811333507764,"score_gpt":0.3060522341999163,"score_spread":0.2936241208648386,"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."}}