{"id":"W4401153897","doi":"10.1111/his.15287","title":"Advances, recognition, and interpretation of molecular heterogeneity among conventional and subtype histology of urothelial carcinoma (UC): a survey among urologic pathologists and comprehensive review of the literature","year":2024,"lang":"en","type":"review","venue":"Histopathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto; University Health Network","funders":"","keywords":"Urothelial carcinoma; Histology; Medicine; Carcinoma; Pathology; Oncology; Internal medicine; Cancer; Bladder cancer","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":[0.006739443,0.0002050872,0.000437363,0.004363532,0.0003690075,0.001523757,0.0005143294,0.0007859257,0.0008883448],"category_scores_gemma":[0.01575002,0.0002662049,0.0004471997,0.003442505,0.001014467,0.002158552,0.001100528,0.0005058962,0.0002180438],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006514731,"about_ca_system_score_gemma":0.001222126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002954524,"about_ca_topic_score_gemma":0.004613385,"domain_scores_codex":[0.9947813,0.001874197,0.001164213,0.000649885,0.001285339,0.0002450325],"domain_scores_gemma":[0.9823021,0.00941042,0.004765529,0.0003607489,0.002713988,0.0004472581],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001528933,0.00007013056,0.7833478,0.005411551,0.0001649373,0.0006172687,0.00481559,0.0001075849,0.0008935645,0.000202035,0.002864802,0.2013518],"study_design_scores_gemma":[0.000008924439,0.0002078568,0.9648171,0.004699844,0.000211997,0.005826537,0.01174722,0.0001914322,0.0002350658,0.0001920107,0.01182951,0.00003242561],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"review","genre_scores_codex":[0.6783451,0.3107427,0.0009680405,0.005645714,0.0001723417,0.00009524305,0.000816482,0.00003950447,0.003174864],"genre_scores_gemma":[0.8621643,0.1339422,0.001288326,0.001423532,0.0001508667,0.00005801592,0.0006687742,0.00001024149,0.0002937791],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.006739443,"threshold_uncertainty_score":0.03564197,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03904888561231959,"score_gpt":0.3178511403444246,"score_spread":0.2788022547321051,"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."}}