{"id":"W3092756061","doi":"10.48083/vuvb4988","title":"Clinical Utility of Bladder Cancer Biomarkers","year":2020,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bladder cancer; Medicine; Cystoscopy; Cancer; Disease; Intensive care medicine; Oncology; Urinary system; Internal medicine","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":[0.007553529,0.001030811,0.001523233,0.003005973,0.000638928,0.004373718,0.001014364,0.002095041,0.003173805],"category_scores_gemma":[0.01937111,0.0004234516,0.0009516372,0.00314532,0.0009579011,0.001780873,0.001201553,0.001505018,0.001931763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001316238,"about_ca_system_score_gemma":0.001208931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001491369,"about_ca_topic_score_gemma":0.001326804,"domain_scores_codex":[0.9941996,0.002547952,0.0005807236,0.0008138138,0.001544381,0.0003134415],"domain_scores_gemma":[0.9904999,0.003771766,0.001740587,0.0004490621,0.003131398,0.0004072837],"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":[0.001210847,0.0002920352,0.3869862,0.004105593,0.001001343,0.0012846,0.000340161,0.003902904,0.008499707,0.006927273,0.03846507,0.5469843],"study_design_scores_gemma":[0.0002922774,0.002788682,0.3201132,0.00801353,0.002626434,0.01591714,0.001417119,0.01482024,0.048559,0.03659617,0.5483764,0.0004797402],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.1409174,0.6935846,0.04169897,0.02718025,0.005245801,0.0008738618,0.008889076,0.001322338,0.08028761],"genre_scores_gemma":[0.8640261,0.08551506,0.0280589,0.00804262,0.002854408,0.0004953615,0.003756801,0.0001292837,0.00712145],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007553529,"threshold_uncertainty_score":0.03994739,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1333793194382914,"score_gpt":0.4268216637221022,"score_spread":0.2934423442838108,"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."}}