{"id":"W3125929990","doi":"10.48083/tlfb8641","title":"Bladder Cancer Tissue-Based Biomarkers","year":2021,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Bladder cancer; Immunotherapy; Medicine; Disease; Biomarker; Oncology; Pathological; Cancer; Subtyping; Bioinformatics; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113163,0.0008737243,0.001587607,0.003329259,0.0003032,0.002167908,0.0008875373,0.0009957778,0.00268857],"category_scores_gemma":[0.00194602,0.0002875216,0.0009156617,0.00240882,0.0005113951,0.001619378,0.001008521,0.001150714,0.001613879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008419878,"about_ca_system_score_gemma":0.001172061,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009717358,"about_ca_topic_score_gemma":0.001041649,"domain_scores_codex":[0.9992544,0.0001882543,0.0001386034,0.0001198991,0.000227418,0.00007135656],"domain_scores_gemma":[0.999234,0.0002889353,0.0001395359,0.00003773391,0.0002641336,0.00003582448],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002041207,0.00005621966,0.003318004,0.03939482,0.0004032206,0.001258985,0.0001981691,0.0009855723,0.01293634,0.006496796,0.06805419,0.8666936],"study_design_scores_gemma":[0.00001093845,0.0001476093,0.003629749,0.006747069,0.0004001728,0.004283431,0.0001260396,0.0004378151,0.004310855,0.002157344,0.9776973,0.00005171023],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009406492,0.99299,0.001708243,0.001233486,0.001136184,0.00002383525,0.0003295091,0.00005033446,0.001587864],"genre_scores_gemma":[0.00933408,0.9835686,0.002433534,0.001069469,0.001211331,0.00005423338,0.0008449673,0.00001438746,0.001469275],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003329259,"threshold_uncertainty_score":0.008994102,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0479493138581437,"score_gpt":0.3713096793687707,"score_spread":0.323360365510627,"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."}}