{"id":"W4415082452","doi":"10.1016/j.euo.2025.08.003","title":"Intermediate-risk Non–muscle-invasive Bladder Cancer: Recommendations for Definitions, Risk Stratification, Management Strategies, and Clinical Trial Design from the International Bladder Cancer Group","year":2025,"lang":"en","type":"article","venue":"European Urology Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto General Hospital; North York General Hospital","funders":"","keywords":"Clinical trial; Bladder cancer; Research design; Clinical study design; MEDLINE; Clinical research; Standard of care","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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.282124,0.003059605,0.009226559,0.005983111,0.002329089,0.009744531,0.007125414,0.01176204,0.005232794],"category_scores_gemma":[0.3648319,0.002240302,0.01230423,0.005965758,0.003245113,0.005918418,0.004749667,0.01716335,0.004073195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004447288,"about_ca_system_score_gemma":0.01864114,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004949129,"about_ca_topic_score_gemma":0.01028976,"domain_scores_codex":[0.7826966,0.157399,0.03933649,0.003926498,0.01445866,0.002182696],"domain_scores_gemma":[0.6546829,0.2393238,0.03671637,0.0144338,0.0469798,0.007863383],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.01287582,0.001203295,0.01724054,0.03183526,0.007478464,0.0002984902,0.001375908,0.00455932,0.001743832,0.03206705,0.3852809,0.5040411],"study_design_scores_gemma":[0.04009537,0.004424845,0.05724015,0.204446,0.02617569,0.001146818,0.001252624,0.01476205,0.004367501,0.1313154,0.5137128,0.001060843],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"methods","genre_scores_codex":[0.009889429,0.2295476,0.2326831,0.3861908,0.01916964,0.07448174,0.01610533,0.001828399,0.03010411],"genre_scores_gemma":[0.03493795,0.05805857,0.6628639,0.1239905,0.008631171,0.09661241,0.009778285,0.0009483921,0.004178857],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.282124,"threshold_uncertainty_score":0.8852689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09042560362667153,"score_gpt":0.3835013916649181,"score_spread":0.2930757880382466,"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."}}