{"id":"W7117456809","doi":"10.1111/his.70086","title":"A minor high‐grade component in non‐invasive papillary urothelial carcinoma is not associated with a more indolent behaviour","year":2025,"lang":"en","type":"article","venue":"Histopathology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Papillary carcinoma; Urothelial carcinoma; Component (thermodynamics); Urothelial cancer; Minor (academic); Immunohistochemistry","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"],"consensus_categories":[],"category_scores_codex":[0.00009907161,0.0002916792,0.0006402879,0.0003250989,0.00008194916,0.000007291348,0.0001251855,0.0002267766,0.000092578],"category_scores_gemma":[0.00004032328,0.0002469526,0.0001080377,0.0002895505,0.0002020881,0.00003182946,0.00006188727,0.0003260481,0.00002348177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006942233,"about_ca_system_score_gemma":0.0004735784,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001739428,"about_ca_topic_score_gemma":0.0006592284,"domain_scores_codex":[0.9983569,0.0001075564,0.0003480079,0.0005269557,0.0002399964,0.0004206077],"domain_scores_gemma":[0.9992321,0.00006224105,0.000113236,0.0003874666,0.00009282095,0.0001121332],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001316995,0.001260453,0.9681104,0.00008653689,0.00005126442,0.005084305,0.003462568,0.000002744151,0.01783411,0.00006714679,0.002260923,0.0004625219],"study_design_scores_gemma":[0.009421302,0.0009749355,0.979867,0.0002397933,0.0003695773,0.0001662982,0.000176612,0.00001243949,0.008099802,0.00003191989,0.0004415683,0.000198737],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9937021,0.0005057029,0.00002899835,0.003221637,0.0003551214,0.000870083,0.0001416649,0.00005371247,0.001121027],"genre_scores_gemma":[0.9908161,0.00004043415,0.0001639107,0.005532681,0.00006129655,0.000245079,0.0001064111,0.00003474177,0.002999314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01175659,"threshold_uncertainty_score":0.9999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01455487012510758,"score_gpt":0.2619715636137007,"score_spread":0.2474166934885931,"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."}}