{"id":"W2345387467","doi":"","title":"Urothelial cancer of the upper urinary tract: emerging biomarkers and integrative models for risk stratification.","year":2016,"lang":"en","type":"article","venue":"PubMed","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Medicine; Disease; Risk stratification; Urothelial carcinoma; MEDLINE; Intensive care medicine; Grading (engineering); Risk assessment; Perioperative; Oncology; Cancer; Internal medicine; Bioinformatics; Bladder cancer; Surgery","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":[0.006798011,0.001292903,0.003396283,0.006309376,0.000368217,0.002882638,0.001353928,0.001712824,0.002624331],"category_scores_gemma":[0.01394101,0.0005200878,0.003059467,0.006463673,0.0009680972,0.002971725,0.00125173,0.001864447,0.0006696989],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001858614,"about_ca_system_score_gemma":0.004747067,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003538261,"about_ca_topic_score_gemma":0.004801916,"domain_scores_codex":[0.9975203,0.001046861,0.0004602492,0.000307361,0.0005783192,0.00008698567],"domain_scores_gemma":[0.9901844,0.007032868,0.001389261,0.0001541377,0.001104215,0.0001351005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003879184,0.00007779714,0.008355693,0.275629,0.004543048,0.0003893342,0.0005043738,0.001838968,0.000592025,0.01407258,0.02281007,0.6707992],"study_design_scores_gemma":[0.0002046528,0.0009939639,0.03344087,0.4634693,0.01412452,0.003557151,0.001355563,0.00406563,0.0009451674,0.04790046,0.4296225,0.0003201468],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0003072417,0.9972368,0.0004947692,0.001415737,0.0001426768,0.00001741207,0.0001112557,0.00000644291,0.0002676707],"genre_scores_gemma":[0.00808628,0.9887687,0.001423126,0.0009072105,0.0004110524,0.00006796853,0.0002061171,0.000003633653,0.0001257666],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006798011,"threshold_uncertainty_score":0.03595179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02913600320150909,"score_gpt":0.2763675292240595,"score_spread":0.2472315260225504,"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."}}