{"id":"W4403629137","doi":"10.1016/j.eururo.2024.10.014","title":"Sensitive Detection of Urothelial Cancer via High-volume Urine DNA Analysis","year":2024,"lang":"en","type":"letter","venue":"European Urology","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Pirkanmaan Sairaanhoitopiiri; Orionin Tutkimussäätiö; Jane ja Aatos Erkon Säätiö; Tays; Suomen Lääketieteen Säätiö; Suomen Kulttuurirahasto; Academy of Finland","keywords":"Medicine; Urothelial cancer; Urine; Cancer; DNA; Volume (thermodynamics); Urology; Cancer detection; Bladder cancer; Oncology; Internal medicine; Genetics","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":[0.001958289,0.0004563857,0.0006224514,0.0006040985,0.0009105426,0.001194177,0.0006640608,0.01210007,0.001849073],"category_scores_gemma":[0.01102644,0.0003832555,0.0006516932,0.0002768586,0.001306927,0.0009102651,0.0005301603,0.00901794,0.002188835],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001470101,"about_ca_system_score_gemma":0.0009931892,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001746138,"about_ca_topic_score_gemma":0.002380358,"domain_scores_codex":[0.9975189,0.001078924,0.0002403764,0.0001619213,0.0007370117,0.0002629283],"domain_scores_gemma":[0.9936488,0.004701948,0.0002547812,0.0001543464,0.000841717,0.0003983732],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0007420839,0.0005058664,0.02726988,0.0004154155,0.0001061562,0.03244422,0.0008116011,0.0006069002,0.02336415,0.008270397,0.7456865,0.1597769],"study_design_scores_gemma":[0.0003555276,0.001850889,0.02058601,0.0006618883,0.0001747631,0.05292754,0.001634161,0.006587692,0.0220042,0.02457418,0.8684989,0.000144211],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0115048,0.005412636,0.005157978,0.9491618,0.01575471,0.00009599306,0.0001766142,0.0001819087,0.01255345],"genre_scores_gemma":[0.1648942,0.005358018,0.006605271,0.7635639,0.03655666,0.000148645,0.0001686791,0.00006998674,0.0226346],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01210007,"threshold_uncertainty_score":0.01066637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01065306602502116,"score_gpt":0.2490575241801998,"score_spread":0.2384044581551787,"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."}}