{"id":"W4406169109","doi":"10.1016/j.clgc.2025.102300","title":"Clinically Meaningful Upstaging and Upgrading in Favorable Intermediate-Risk Radical Prostatectomy Patients","year":2025,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Prostatectomy; Prostate cancer; Urology; Stage (stratigraphy); Cancer; Internal 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001898023,0.0002469791,0.0002458416,0.0006682201,0.0004213509,0.0006645949,0.0002778216,0.0003274597,0.002334898],"category_scores_gemma":[0.00149956,0.0001333231,0.0003193083,0.0006078928,0.0003312069,0.0003520605,0.0004836084,0.0005647151,0.0001784342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002752912,"about_ca_system_score_gemma":0.0004274427,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003067967,"about_ca_topic_score_gemma":0.007219641,"domain_scores_codex":[0.9998118,0.00003147356,0.00001663748,0.00003409586,0.00003760595,0.00006829218],"domain_scores_gemma":[0.9992483,0.0001186175,0.0002592045,0.00003062247,0.00004661667,0.0002966819],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003239502,0.00001719189,0.9965604,0.000008946608,0.00001647417,0.00019363,0.00003088321,0.00006235053,0.0003254775,0.00003879845,0.0001184154,0.002303514],"study_design_scores_gemma":[0.000004902528,0.0000786052,0.998904,0.000004178401,0.00002672256,0.0004414464,0.0001196453,0.0001215391,0.00007606524,0.00008728162,0.0001322134,0.000003457788],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966019,0.0004865408,0.00007739442,0.00008971558,0.00001663374,0.000007252503,0.0002872123,0.000007505872,0.002425698],"genre_scores_gemma":[0.9996682,0.00005211048,0.00002279278,0.00001303651,0.00001183736,0.000001266185,0.0001388278,9.494327e-7,0.00009102107],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003067967,"threshold_uncertainty_score":0.00781101,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01946779087096479,"score_gpt":0.3667426461454779,"score_spread":0.3472748552745131,"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."}}