{"id":"W4317690982","doi":"10.1016/j.euo.2023.01.004","title":"Prognosis of Primary Papillary Ta Grade 3 Bladder Cancer in the Non–muscle-invasive Spectrum","year":2023,"lang":"en","type":"article","venue":"European Urology Oncology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; University of Toronto; University Health Network","funders":"Sorbonne Université; Universitat Autònoma de Barcelona; Karl-Franzens-Universität Graz; European Association of Urology; Radboud Universiteit; Radboud Universitair Medisch Centrum; Royal Free London NHS Foundation Trust; Medizinische Universität Graz; Univerzita Karlova v Praze","keywords":"Medicine; Bladder cancer; Confidence interval; Concomitant; Internal medicine; Risk stratification; Urology; Incidence (geometry); Proportional hazards model; Cumulative incidence; Oncology; Gastroenterology; Cancer; Cohort","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005849018,0.0002209964,0.0005325611,0.0002455653,0.00006896839,0.000004752428,0.0002972494,0.0001342102,0.0003070676],"category_scores_gemma":[0.00007300004,0.0001554891,0.0001312226,0.0006012426,0.0003480985,0.00003724402,0.0001380422,0.0004267789,0.0002913291],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001239724,"about_ca_system_score_gemma":0.0004605642,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001612351,"about_ca_topic_score_gemma":0.0003333317,"domain_scores_codex":[0.9976915,0.0007471928,0.0004193072,0.0004288282,0.0002042031,0.0005089717],"domain_scores_gemma":[0.9989475,0.0003683296,0.0001586428,0.0003970844,0.00004372128,0.00008472061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00231872,0.004059039,0.7062703,0.0004914896,0.0017887,0.01918231,0.01820497,0.0002237592,0.03595782,0.0004664606,0.1140993,0.09693703],"study_design_scores_gemma":[0.003523059,0.003106088,0.9458527,0.00002530985,0.0003106422,0.0001793537,0.0002763268,0.00001672604,0.0005896122,0.0001714344,0.04581217,0.0001365649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8857755,0.001170493,0.000006515107,0.03034489,0.0006042261,0.001069266,0.00005232822,0.0001080393,0.08086872],"genre_scores_gemma":[0.9874499,0.001893312,0.00004694756,0.009377706,0.0004398165,0.000132286,0.00005420513,0.00005735435,0.0005484822],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2395824,"threshold_uncertainty_score":0.6340662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03348403002527243,"score_gpt":0.3052974684279435,"score_spread":0.271813438402671,"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."}}