{"id":"W4414973786","doi":"10.1080/14737159.2025.2573459","title":"Urinary biomarkers for immunotherapy response in urothelial carcinoma: current status and future outlook","year":2025,"lang":"en","type":"review","venue":"Expert Review of Molecular Diagnostics","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal","funders":"","keywords":"Immunotherapy; Multiplex; Urinary system; Risk stratification; Biomarker; Standardization","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":[0.00155147,0.0006909065,0.00173388,0.001834812,0.0001754899,0.001308193,0.0006737162,0.001097464,0.003063973],"category_scores_gemma":[0.002700928,0.0002254533,0.001201713,0.00181082,0.000480906,0.001076009,0.0006382831,0.001211991,0.0009602389],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005257291,"about_ca_system_score_gemma":0.001365627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001038485,"about_ca_topic_score_gemma":0.001501443,"domain_scores_codex":[0.9993932,0.0001873301,0.00009483925,0.00009823781,0.0001801483,0.00004618998],"domain_scores_gemma":[0.9982639,0.001043501,0.0002546116,0.00002762382,0.0003674973,0.0000428325],"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":[0.0001538181,0.00004622062,0.0008986061,0.03784248,0.0004192762,0.0001151213,0.00005852917,0.0003379449,0.001081202,0.001883321,0.01715371,0.9400098],"study_design_scores_gemma":[0.00006718603,0.0003781877,0.006766592,0.03968364,0.001769017,0.002397,0.0002198705,0.0005518764,0.001747192,0.005076798,0.9412609,0.00008162527],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001184274,0.9989406,0.0001077632,0.0004508043,0.00009904031,0.00000323549,0.00002892685,0.000005687491,0.0002455026],"genre_scores_gemma":[0.001748418,0.9972595,0.000256444,0.0003171122,0.0001773145,0.000007554674,0.0000537681,0.000001746981,0.0001780559],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003063973,"threshold_uncertainty_score":0.01025003,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01988924185722753,"score_gpt":0.3733927665432517,"score_spread":0.3535035246860242,"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."}}