{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003311202,0.0001345071,0.0003626204,0.00004960221,0.00005567291,0.00001538065,0.0001965034,0.0001272608,0.007463028],"category_scores_gemma":[0.0004437148,0.0001043602,0.000398647,0.0001077139,0.0001780448,0.0000911797,0.00006117664,0.0004669356,0.00002529565],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005924351,"about_ca_system_score_gemma":0.0004459583,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003107411,"about_ca_topic_score_gemma":0.000003988921,"domain_scores_codex":[0.9984406,0.000101107,0.0006093373,0.0002241416,0.0004370239,0.0001877536],"domain_scores_gemma":[0.9988385,0.0001631818,0.0002977372,0.0001183209,0.0003367296,0.0002455117],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001471167,0.0003255708,0.8982586,0.00002640229,0.002086068,0.00007878842,0.0002005568,0.000005560486,0.0004159113,0.00003902216,0.04257743,0.05451487],"study_design_scores_gemma":[0.006198569,0.001132126,0.9437047,0.00004822849,0.0004470577,0.0001269857,0.0003477098,0.0009759273,0.001345965,0.0008980962,0.04461879,0.0001558461],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9309642,0.002478121,0.001120764,0.03235003,0.001844726,0.0003316234,0.000134782,0.00006546168,0.03071033],"genre_scores_gemma":[0.990805,0.001231002,0.0006534745,0.005807488,0.001026708,0.000009679772,0.00001341081,0.00001265512,0.0004406356],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05984078,"threshold_uncertainty_score":0.9934443,"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."}}