{"id":"W3011534960","doi":"10.1016/j.eururo.2019.11.011","title":"Re: Aurélie Kamoun, Aurélien de Reyniès, Yves Allory, et al. A Consensus Molecular Classification of Muscle-invasive Bladder Cancer. Eur Urol 2020;77:420–33","year":2019,"lang":"en","type":"letter","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Novo Nordisk Fonden","keywords":"Medicine; Gynecology; Bladder cancer; Urology; 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","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.000633167,0.0008669933,0.001305997,0.0003248778,0.00009051838,0.00003679744,0.0006105002,0.0006942954,0.0008647692],"category_scores_gemma":[0.000479927,0.000826334,0.0004720465,0.0002898283,0.0005203525,0.00005310904,0.0002083225,0.002308845,0.0006707225],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002609681,"about_ca_system_score_gemma":0.001314447,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004653748,"about_ca_topic_score_gemma":0.0001193247,"domain_scores_codex":[0.9937885,0.002005549,0.001019076,0.001498468,0.0006797996,0.001008613],"domain_scores_gemma":[0.9962294,0.0005777272,0.0008982782,0.001669995,0.0004123182,0.000212247],"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":[0.0005099281,0.0001878399,0.001298298,0.0002640508,0.001281433,0.005363883,0.0005578802,0.00005247477,0.01519535,0.00003796165,0.9739237,0.001327188],"study_design_scores_gemma":[0.003908346,0.00170211,0.01896126,0.0001719106,0.001679365,0.0003166188,0.0000559963,0.00005590196,0.0007617789,0.00006367864,0.9716897,0.0006333218],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02399421,0.004732415,0.0001908348,0.8931628,0.001660871,0.002237611,0.00116851,0.0002814798,0.07257123],"genre_scores_gemma":[0.173326,0.001659436,0.00026763,0.8152398,0.001312559,0.0001072414,0.001181904,0.0004477818,0.006457673],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.1493318,"threshold_uncertainty_score":0.9999928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02745793997902955,"score_gpt":0.2948969388945915,"score_spread":0.2674389989155619,"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."}}