{"id":"W1831939955","doi":"10.1002/9781118674826.ch3","title":"Utility of urine biomarkers","year":2015,"lang":"en","type":"other","venue":"Bladder Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Mount Sinai Hospital","funders":"","keywords":"Cystoscopy; Bladder cancer; Urine cytology; Medicine; Urine; Cytology; Urinary system; Urology; Cancer; Urinary bladder; Internal medicine; Pathology","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":[0.003678771,0.001035055,0.001228275,0.00415388,0.0006107905,0.003837832,0.001012871,0.001477393,0.006785759],"category_scores_gemma":[0.006319842,0.000368189,0.001541812,0.002624104,0.0007367472,0.001708333,0.001522151,0.001221566,0.003257302],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001285733,"about_ca_system_score_gemma":0.001901835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002106039,"about_ca_topic_score_gemma":0.00197122,"domain_scores_codex":[0.9966893,0.0008860924,0.0003231956,0.0004608867,0.001435193,0.0002054531],"domain_scores_gemma":[0.9977362,0.0008802475,0.0003531359,0.0001447825,0.0007716343,0.0001138964],"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":[0.0003528553,0.0001424095,0.02090437,0.005277007,0.0003603926,0.00083185,0.0002885037,0.0009248218,0.006292502,0.01094029,0.02452108,0.929164],"study_design_scores_gemma":[0.00004532193,0.000584142,0.02227482,0.006005148,0.0008066432,0.00939732,0.00037724,0.001411397,0.02706904,0.01141423,0.9204608,0.000153931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"other","genre_scores_codex":[0.01652986,0.8784409,0.02641457,0.007910609,0.003121338,0.0003218757,0.002977802,0.0008026478,0.06348038],"genre_scores_gemma":[0.2126061,0.6802007,0.05611259,0.006637193,0.003733606,0.0005073471,0.004984897,0.0003701297,0.03484743],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006785759,"threshold_uncertainty_score":0.02270061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03558558290742903,"score_gpt":0.3231658818690115,"score_spread":0.2875802989615824,"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."}}