{"id":"W4407807031","doi":"10.1097/upj.0000000000000753","title":"Reply by Authors","year":2025,"lang":"en","type":"article","venue":"Urology Practice","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; McGill University Health Centre; Western University; McMaster University; Public Health Ontario; University Health Network; University of Toronto","funders":"","keywords":"Medicine","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":[0.0002082444,0.00007553517,0.000140696,0.00004765774,0.00005255749,0.000008558116,0.00003850274,0.00006956823,0.0001275191],"category_scores_gemma":[0.0009421314,0.0000640936,0.00003401867,0.0001255956,0.00004728929,0.00008644472,0.00002887759,0.000183553,0.0001188331],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006038669,"about_ca_system_score_gemma":0.0001062899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008663381,"about_ca_topic_score_gemma":0.000001402887,"domain_scores_codex":[0.9993482,0.00007523369,0.0001270241,0.0002261812,0.00006721816,0.0001560925],"domain_scores_gemma":[0.9991158,0.000437345,0.00006023497,0.0002551693,0.00007176095,0.00005966272],"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":[0.0008650759,0.0006938138,0.01762412,0.00002297562,0.0004175009,0.0002752164,0.0001088219,0.000001845756,0.0004415612,0.005592749,0.9555604,0.01839589],"study_design_scores_gemma":[0.001028788,0.0004469256,0.004103499,0.00000703308,0.0004404616,0.00007660607,0.00004643796,0.00001701934,0.00145988,0.0002689598,0.992063,0.00004138566],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04012141,0.01000296,0.0005739838,0.7053401,0.0008805282,0.0005412765,0.00001409144,0.0001481938,0.2423774],"genre_scores_gemma":[0.7650463,0.001658037,0.001526108,0.2126034,0.00007557986,0.000148241,0.00004758355,0.00001544324,0.01887933],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.7249249,"threshold_uncertainty_score":0.2613661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01106572084409935,"score_gpt":0.3304394577232805,"score_spread":0.3193737368791812,"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."}}