{"id":"W4409656120","doi":"10.1016/j.eururo.2025.03.017","title":"Bladder Preservation Strategies in Muscle-invasive Bladder Cancer: Recommendations from the International Bladder Cancer Group","year":2025,"lang":"en","type":"review","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":33,"is_retracted":false,"has_abstract":false,"ca_institutions":"North York General Hospital; Princess Margaret Cancer Centre; McGill University","funders":"Merck; AstraZeneca","keywords":"Medicine; Bladder cancer; Urology; Cancer; Urinary bladder; Oncology; 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":[0.002409879,0.001121011,0.002660773,0.003265597,0.0003495977,0.001714209,0.001784364,0.001856416,0.004673666],"category_scores_gemma":[0.002560481,0.0004167787,0.002920468,0.002681903,0.0004483038,0.001520999,0.001124499,0.002446509,0.001229006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001598225,"about_ca_system_score_gemma":0.004660873,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006520247,"about_ca_topic_score_gemma":0.01493094,"domain_scores_codex":[0.9994348,0.0001208044,0.0001722736,0.00007923463,0.0001435264,0.00004929362],"domain_scores_gemma":[0.9989336,0.0005092078,0.0002309001,0.00001400435,0.0002525123,0.00005982753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0002721772,0.00009438109,0.000574474,0.1033394,0.0008842584,0.0001349839,0.00009672502,0.0008307149,0.0005212867,0.002770152,0.05642739,0.8340542],"study_design_scores_gemma":[0.0003508512,0.0002545388,0.003560415,0.1579206,0.004452138,0.0006183714,0.0002209834,0.0003320224,0.0003386402,0.00287681,0.8290088,0.00006587974],"study_design_candidate":"systematic_review","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00007591768,0.9977889,0.0001094353,0.001142681,0.0002558801,0.00002161814,0.0001212239,0.000007165187,0.0004770939],"genre_scores_gemma":[0.0005321241,0.9978257,0.0003872537,0.0008080733,0.0001036131,0.00003124211,0.0001117836,0.000001759147,0.0001984333],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006520247,"threshold_uncertainty_score":0.01563495,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05681618418317142,"score_gpt":0.3625420008503824,"score_spread":0.3057258166672109,"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."}}