{"id":"W4377011135","doi":"10.1097/pas.0000000000002053","title":"International Society of Urological Pathology Consensus Conference on Current Issues in Bladder Cancer. Working Group 4","year":2023,"lang":"en","type":"review","venue":"The American Journal of Surgical Pathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; University of British Columbia; Queen's University","funders":"","keywords":"Subtyping; Bladder cancer; Medicine; Molecular pathology; Cancer; Pathology; Oncology; Internal medicine; Biology; Gene; Computer science; Genetics","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":[0.0389979,0.001535265,0.002390431,0.007793645,0.0025681,0.004829302,0.006757636,0.01060476,0.01396589],"category_scores_gemma":[0.03843744,0.001183074,0.003876381,0.006590343,0.00220677,0.005015878,0.007700379,0.01230333,0.01100119],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006386142,"about_ca_system_score_gemma":0.03736887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0125897,"about_ca_topic_score_gemma":0.01661383,"domain_scores_codex":[0.983863,0.0052216,0.003508777,0.0009330095,0.004824758,0.001648725],"domain_scores_gemma":[0.950244,0.008287985,0.004160975,0.001502681,0.02884082,0.006963629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004659544,0.00005118591,0.001046275,0.00271671,0.00005374853,0.000200712,0.0002054368,0.0002308511,0.0002689504,0.002765922,0.8563474,0.1360662],"study_design_scores_gemma":[0.00002399546,0.00003417148,0.001544626,0.005364166,0.00005620932,0.0004983393,0.000249974,0.00008917247,0.0001513218,0.002560192,0.9893942,0.00003369077],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001572276,0.2441578,0.01008354,0.5652948,0.1206344,0.001464045,0.004440194,0.000582027,0.05177085],"genre_scores_gemma":[0.01927506,0.42654,0.06601309,0.2896563,0.07060121,0.005459625,0.03273159,0.00104761,0.0886756],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.0389979,"threshold_uncertainty_score":0.2062431,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1360899785324612,"score_gpt":0.4230091964547896,"score_spread":0.2869192179223283,"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."}}