{"id":"W3207290793","doi":"10.1016/j.clgc.2021.10.002","title":"Discordance Between Clinical and Pathological Staging and Grading in Upper Tract Urothelial Carcinoma","year":2021,"lang":"en","type":"article","venue":"Clinical Genitourinary Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; McGill University Health Centre","funders":"European Association of Urology; Uehara Memorial Foundation","keywords":"Medicine; Urothelial carcinoma; Pathological; Grading (engineering); Urothelial cancer; Oncology; Carcinoma; Internal medicine; Bladder cancer; 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":[0.003307543,0.0001653632,0.0002769341,0.0009895675,0.0002998609,0.0008179192,0.0005661654,0.0003218441,0.0007237587],"category_scores_gemma":[0.01885875,0.0001767825,0.000259619,0.0009222153,0.0004495054,0.0002949127,0.0005465856,0.0002202228,0.0001713456],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003249478,"about_ca_system_score_gemma":0.000331668,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001787998,"about_ca_topic_score_gemma":0.002175184,"domain_scores_codex":[0.9971853,0.001232094,0.000466371,0.0003036949,0.0006140319,0.000198616],"domain_scores_gemma":[0.9848472,0.006392283,0.005774848,0.001153731,0.001454789,0.0003771792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003573344,0.000003057349,0.9990043,0.000006271466,0.000009569184,0.00003365331,0.00002821087,0.00002914018,0.00006406241,0.000005694029,0.00002076288,0.0007596751],"study_design_scores_gemma":[0.000003081774,0.0000404979,0.9980861,0.000009521927,0.00001679761,0.000773784,0.00009778557,0.0005523859,0.0002551119,0.00003428006,0.0001274146,0.00000328972],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991571,0.0002597586,0.0001570922,0.00003067419,0.000006039713,0.000004729963,0.00011578,0.000005116758,0.0002637081],"genre_scores_gemma":[0.9997321,0.00002660114,0.00007797214,0.000006494559,0.000005113145,0.000001813095,0.0001281525,9.903514e-7,0.00002073071],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003307543,"threshold_uncertainty_score":0.01749212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.106146445493652,"score_gpt":0.4237975035817943,"score_spread":0.3176510580881423,"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."}}