{"id":"W4402023125","doi":"10.1016/j.eururo.2024.08.013","title":"The Importance of Being Grade 3: A Plea for a Three-tier Hybrid Classification System for Grade in Primary Non–muscle-invasive Bladder Cancer","year":2024,"lang":"en","type":"article","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Sahlgrenska Akademin; Universitat Autònoma de Barcelona; Skånes universitetssjukhus; Medizinische Universität Graz; Karl-Franzens-Universität Graz; Sahlgrenska Universitetssjukhuset; Universität Regensburg; Umeå Universitet; Linköpings Universitet; King's College London; Lunds Universitet; Sorbonne Université; Radboud Universitair Medisch Centrum; University of Glasgow; European Association of Urology; Bladder Cancer Canada; Radboud Universiteit; Göteborgs Universitet; Univerzita Karlova v Praze; Amsterdam University Medical Centers; Karolinska Institutet; Swedish Council of America; Uppsala Universitet; Cancerfonden; Faculty of Medicine and Health, University of Sydney; Scottish Government; Swedish Movement Disorder Society; Vetenskapsrådet","keywords":"Medicine; Bladder cancer; Cohort; Proportional hazards model; Hazard ratio; Internal medicine; Grading (engineering); Cumulative incidence; Cystectomy; Urology; Oncology; Cancer; Confidence interval","routes":{"ca_aff":true,"ca_fund":true,"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":[0.003567121,0.0004764339,0.0004674125,0.001718627,0.0005887325,0.001968747,0.001010198,0.0005485778,0.001576407],"category_scores_gemma":[0.00727706,0.0001966996,0.001174026,0.00140499,0.0006441314,0.001178412,0.001069148,0.001069683,0.0006996128],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001055139,"about_ca_system_score_gemma":0.001073401,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007463865,"about_ca_topic_score_gemma":0.01998753,"domain_scores_codex":[0.9981376,0.0006358585,0.0004119715,0.0002049293,0.000412076,0.0001975724],"domain_scores_gemma":[0.9951046,0.0007182658,0.001111967,0.0006090239,0.00195575,0.0005003718],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0007352029,0.00006028916,0.8126152,0.0003882741,0.0003509222,0.0002083742,0.0002198138,0.001651206,0.002744367,0.001442185,0.01020959,0.1693747],"study_design_scores_gemma":[0.0001210526,0.001040189,0.9302905,0.0007336732,0.0008192948,0.002897387,0.0008630343,0.01653997,0.004296726,0.009033739,0.03320112,0.0001633249],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"commentary","genre_scores_codex":[0.8644212,0.01731125,0.07581425,0.01128311,0.002193797,0.000611504,0.004993042,0.0004937275,0.0228781],"genre_scores_gemma":[0.9695213,0.001672742,0.02346507,0.0007452508,0.0002533621,0.00009878421,0.002122403,0.00007467839,0.002046397],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.007463865,"threshold_uncertainty_score":0.01886493,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03079690256131041,"score_gpt":0.2912844273959489,"score_spread":0.2604875248346385,"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."}}