{"id":"W2997330577","doi":"10.21037/tau.2019.12.06","title":"Capturing recurrence in urothelial carcinoma: “more than meets the eye”","year":2019,"lang":"en","type":"letter","venue":"Translational Andrology and Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; Juravinski Cancer Centre","funders":"","keywords":"Medicine; Malignancy; Oncology; Chemotherapy; Lamina propria; Cisplatin; Bladder cancer; Carcinoma; Urothelial carcinoma; Immune checkpoint; Internal medicine; Targeted therapy; Carcinoma in situ; Disease; Cancer; Immunotherapy; Pathology; Epithelium","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":[],"consensus_categories":[],"category_scores_codex":[0.000146784,0.000323328,0.0005575427,0.0001660651,0.00009579643,0.000008104525,0.0001434878,0.0009581309,0.0002296507],"category_scores_gemma":[0.00001223764,0.0002218233,0.0001218971,0.0000917049,0.0003909922,0.00004162002,0.00002418703,0.001615243,0.00004112519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000183143,"about_ca_system_score_gemma":0.0002375753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002283667,"about_ca_topic_score_gemma":0.000119058,"domain_scores_codex":[0.998315,0.0001890788,0.0003149462,0.0005490953,0.0001965913,0.0004352906],"domain_scores_gemma":[0.999295,0.0002883119,0.00008241053,0.0002548996,0.00003957931,0.00003979876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004084851,0.0002235376,0.9065005,0.0004964407,0.0006855129,0.002493903,0.002524143,0.00007079282,0.00008445229,0.0008483976,0.07859404,0.003393391],"study_design_scores_gemma":[0.004459052,0.0006902583,0.4600328,0.00002800012,0.000425251,0.0007854695,0.000008003836,0.0001878233,0.00001370582,0.001835514,0.5312577,0.000276452],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.09673122,0.005346327,0.00002339354,0.8937834,0.0006000441,0.000740606,0.0001538888,0.00002505373,0.002596064],"genre_scores_gemma":[0.6946259,0.0001465194,0.00002479418,0.3025903,0.001139299,0.00007006449,0.0003032436,0.00002799104,0.001071981],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.5978946,"threshold_uncertainty_score":0.9045691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001153198381072,"score_gpt":0.2695763667430607,"score_spread":0.24956483475925,"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."}}