{"id":"W4416398254","doi":"10.1007/s00345-025-06089-z","title":"Is histological grade a useful parameter in muscle-invasive urothelial bladder cancer? Results from a multicenter study on the impact of different grading systems on disease-free survival after upfront radical cystectomy","year":2025,"lang":"en","type":"article","venue":"World Journal of Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre","funders":"Universität Regensburg","keywords":"Cystectomy; Grading (engineering); Bladder cancer; Multicenter study; Proportional hazards model; Nephrology; Clinical significance; Tumor grade; Adjuvant","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":[0.002482464,0.0002564344,0.0003431498,0.0005175755,0.0002782758,0.0006084702,0.0003805522,0.0002992675,0.0006607978],"category_scores_gemma":[0.004565119,0.0001596188,0.0005244109,0.0005736902,0.0002618406,0.0003118966,0.0003803757,0.0002053659,0.0001492362],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002858164,"about_ca_system_score_gemma":0.0001867877,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0025163,"about_ca_topic_score_gemma":0.00329934,"domain_scores_codex":[0.9988869,0.0006168266,0.0001014427,0.0001731299,0.0001347144,0.00008707876],"domain_scores_gemma":[0.9961922,0.0008341777,0.001635881,0.0005255482,0.0003989261,0.0004133266],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003727109,0.00002081894,0.9977503,0.00000411728,0.0000846954,0.00001819086,0.00003647418,0.00002876256,0.0002612746,0.000004936271,0.00004361409,0.001374057],"study_design_scores_gemma":[0.00001908706,0.0001987811,0.9990343,0.000005050207,0.00009893801,0.00007754395,0.00009835127,0.0001917459,0.000145856,0.00001064486,0.0001168385,0.000002816319],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995233,0.0001817166,0.0000560223,0.00002119342,0.000003645084,0.000003702889,0.0001016965,0.000001299808,0.0001074001],"genre_scores_gemma":[0.9997384,0.00002745489,0.00003075514,0.00001217458,0.00000653433,0.000002157981,0.0001468305,0.00000104469,0.00003472782],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0025163,"threshold_uncertainty_score":0.01312864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03925760891162828,"score_gpt":0.3221806514048012,"score_spread":0.2829230424931729,"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."}}