{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002007788,0.0001818372,0.0002672083,0.0001766965,0.0002724564,0.00005988916,0.00008535939,0.00007091755,0.0002959013],"category_scores_gemma":[0.0001636937,0.0001479176,0.0001435421,0.0001498271,0.00007744367,0.00009476257,0.00004423828,0.0002694911,0.000004309881],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001058608,"about_ca_system_score_gemma":0.0002859829,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001379434,"about_ca_topic_score_gemma":0.0000538534,"domain_scores_codex":[0.9989102,0.00004934332,0.0002407203,0.0002779938,0.0002533329,0.0002683927],"domain_scores_gemma":[0.9988532,0.0004971589,0.0001484889,0.00009700566,0.000243801,0.0001603501],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004179366,0.0002612854,0.9136115,0.000102982,0.0004901571,0.00009840786,0.0002537807,0.00002237446,0.00006899941,0.00004019512,0.02055827,0.06407405],"study_design_scores_gemma":[0.004373957,0.0006601483,0.8807511,0.00007830394,0.0001479336,0.0002423846,0.0003576083,0.000456913,0.0001831596,0.0006095938,0.1119605,0.0001783501],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9631482,0.01357154,0.00006396679,0.01945536,0.002242799,0.0005316868,0.0004913741,0.0001110825,0.0003840204],"genre_scores_gemma":[0.9570576,0.03742522,0.0001992445,0.00127039,0.002857201,0.000605025,0.0001211397,0.00003181724,0.0004323806],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09140223,"threshold_uncertainty_score":0.6031904,"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."}}