{"id":"W3004941033","doi":"10.1016/j.eururo.2019.12.014","title":"Reply To Kenneth B. Yatai, Mark J. Dunning, Dennis Wang. Consensus Genomic Subtypes of Muscle-invasive Bladder Cancer: A Step in the Right Direction but Still a Long Way To Go. Eur Urol 2020;77:434–5","year":2020,"lang":"en","type":"letter","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Genome British Columbia; University of British Columbia; University of Toronto; University Health Network; Mount Sinai Hospital; Canada's Michael Smith Genome Sciences Centre; BC Cancer Agency","funders":"Novo Nordisk Fonden","keywords":"Medicine; Bladder cancer; Urothelial cancer; Cancer; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005003453,0.0007880863,0.001294545,0.0004249543,0.000119639,0.00004387241,0.0006876661,0.0003146652,0.0007212361],"category_scores_gemma":[0.000475137,0.0006099312,0.0003696867,0.0005977445,0.0002369234,0.00003303699,0.0002908943,0.001799211,0.0009672042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000255612,"about_ca_system_score_gemma":0.0003697269,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002138361,"about_ca_topic_score_gemma":0.0009690179,"domain_scores_codex":[0.9942772,0.001772065,0.001025687,0.001486007,0.0005230058,0.0009160296],"domain_scores_gemma":[0.9972287,0.0006457712,0.0004893259,0.00111665,0.000230545,0.0002890302],"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":[0.001458772,0.0001186905,0.003703236,0.0003305982,0.0007234824,0.01782598,0.00255592,0.00005105012,0.001108128,0.000002482813,0.9680652,0.00405646],"study_design_scores_gemma":[0.002364651,0.002591534,0.1032115,0.0002049109,0.001182975,0.0004669381,0.00006490867,0.00001250211,0.0002234853,0.000008567064,0.8891629,0.0005051292],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.134288,0.008033522,0.0001299618,0.8225496,0.002408148,0.004989732,0.001114001,0.000267293,0.02621976],"genre_scores_gemma":[0.1902103,0.0007901728,0.0002516992,0.7972032,0.004605273,0.0002250257,0.000278799,0.0003309223,0.006104617],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.09950826,"threshold_uncertainty_score":0.9998106,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01522532164950948,"score_gpt":0.2506353127179626,"score_spread":0.2354099910684531,"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."}}