{"id":"W3093361160","doi":"10.48083/kqgp2151","title":"Urinary-Based Markers for Bladder Cancer Detection","year":2020,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Centre hospitalier universitaire de Québec","funders":"","keywords":"Medicine; Bladder cancer; Urinary system; Clinical trial; Urine cytology; Urine; Cancer; Prospective cohort study; Tumor marker; Oncology; Internal medicine; Intensive care medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001299041,0.0001528026,0.0002106951,0.00007231229,0.0001470367,0.00004048981,0.0001310353,0.0001003993,0.001548469],"category_scores_gemma":[0.0002050745,0.0001276707,0.0002912515,0.00008681771,0.00004970276,0.0001029545,0.00002083083,0.0003183321,0.00001540005],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002532444,"about_ca_system_score_gemma":0.0003389389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001475262,"about_ca_topic_score_gemma":0.000005098252,"domain_scores_codex":[0.9989275,0.00003686519,0.000265222,0.0002201635,0.0003195085,0.0002307885],"domain_scores_gemma":[0.9991607,0.0001182199,0.0001597195,0.0000785048,0.0002879982,0.0001948552],"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":[0.04709791,0.002558674,0.2853763,0.0005051855,0.009313682,0.0008416538,0.001771192,0.003542101,0.03655904,0.0003341477,0.143078,0.4690221],"study_design_scores_gemma":[0.05787877,0.01930588,0.2725159,0.0002424516,0.002479562,0.001225589,0.001418802,0.04191013,0.05037868,0.004517091,0.5468444,0.001282775],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7611035,0.002800715,0.08073284,0.1356519,0.004567137,0.002018368,0.0003559619,0.0003521721,0.01241735],"genre_scores_gemma":[0.9837126,0.0001707925,0.001197818,0.01227256,0.001606902,0.0001315868,0.00002759278,0.00002466579,0.0008554483],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4677393,"threshold_uncertainty_score":0.9993643,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06658699404074768,"score_gpt":0.3548903057754473,"score_spread":0.2883033117346996,"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."}}