{"id":"W4243237085","doi":"10.1016/j.euf.2021.04.025","title":"Reply to Rodolfo Montironi, Marina Scarpelli, Alessia Cimadamore, and Gregor Mikuz’s Letter to the Editor re: Theo van der Kwast, Fredrik Liedberg, Peter C. Black, et al. International Society of Urological Pathology Expert Opinion on Grading of Urothelial Carcinoma. Eur Urol Focus. In press. https://doi.org/10.1016/j.euf.2021.03.017. Focus on Our Personal Recollections and Observations","year":2021,"lang":"en","type":"letter","venue":"European Urology Focus","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Princess Margaret Cancer Centre; University Health Network","funders":"","keywords":"Medicine; Environmental ethics; Library science; Philosophy","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":[0.0007126462,0.0007849095,0.001054313,0.0003810367,0.00020207,0.00006100857,0.0004972761,0.000532097,0.000635983],"category_scores_gemma":[0.0002762898,0.0006146356,0.0004196602,0.0002997713,0.0003514509,0.0001000553,0.0005054562,0.002524351,0.0001465822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001735424,"about_ca_system_score_gemma":0.0001946007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002964837,"about_ca_topic_score_gemma":0.00004271695,"domain_scores_codex":[0.9947059,0.001392661,0.0009549505,0.00162821,0.0006072234,0.0007111251],"domain_scores_gemma":[0.9977881,0.0004671564,0.000428838,0.0008644411,0.0002407176,0.0002107701],"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":[0.001680679,0.0003720557,0.003305995,0.00003526216,0.0004546043,0.0004782518,0.002056384,0.00003640854,0.0004129463,0.00001958967,0.98915,0.001997769],"study_design_scores_gemma":[0.003255516,0.003455233,0.05179318,0.000140732,0.0002020589,0.0001252157,0.00009681047,0.00008604554,0.0003605153,0.00007669195,0.9399436,0.0004644251],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.02771202,0.001727773,0.0001867152,0.9426134,0.002502884,0.002116371,0.000430501,0.00006604895,0.02264429],"genre_scores_gemma":[0.2408094,0.001222946,0.001485288,0.7099993,0.02308157,0.0005713661,0.0004963715,0.000414883,0.02191895],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.2326141,"threshold_uncertainty_score":0.9997768,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04287796856087688,"score_gpt":0.2734961648117268,"score_spread":0.2306181962508499,"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."}}