{"id":"W4390687486","doi":"10.48083/eabm2528","title":"Urinary Tumor DNA-Based Diagnosis and Surveillance for Nonmuscle-Invasive Bladder Cancer—Current Landscape and Future Directions","year":2023,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cystoscopy; Medicine; Bladder cancer; Urinary system; Intensive care medicine; Biomarker; Cancer; Oncology; Urinary bladder; Urology; Internal medicine; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01691339,0.000556577,0.00123525,0.00254879,0.000572748,0.003161033,0.002120948,0.00342999,0.0046393],"category_scores_gemma":[0.01610412,0.0003715946,0.001093958,0.001384018,0.002998218,0.006272645,0.001793429,0.003661874,0.001081261],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002484159,"about_ca_system_score_gemma":0.006050532,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004313314,"about_ca_topic_score_gemma":0.006038359,"domain_scores_codex":[0.9963301,0.001639352,0.0004190319,0.0006834982,0.0006974525,0.0002306671],"domain_scores_gemma":[0.9774933,0.01307276,0.001794105,0.0005797056,0.005377276,0.001682908],"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":[0.0003126548,0.0001984578,0.01081921,0.003206419,0.00008940027,0.0001470766,0.0002296647,0.0007120393,0.0009432773,0.0129208,0.02602148,0.9443994],"study_design_scores_gemma":[0.0001941361,0.002452369,0.03082709,0.02503179,0.0007755273,0.003113395,0.00259996,0.007076489,0.00216392,0.0537031,0.8717715,0.0002907898],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002776828,0.8999447,0.003652983,0.08770728,0.001268381,0.00005037391,0.0001530231,0.0001132796,0.004333071],"genre_scores_gemma":[0.0612097,0.8810333,0.01494631,0.03060985,0.009945298,0.0001786959,0.0004349279,0.00006144458,0.001580606],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01691339,"threshold_uncertainty_score":0.08944762,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04228683112681412,"score_gpt":0.348422865858522,"score_spread":0.3061360347317079,"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."}}