{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004397452,0.0007928091,0.001228484,0.004235718,0.0004718218,0.002376915,0.00105873,0.001358034,0.005812521],"category_scores_gemma":[0.008474939,0.0002956187,0.0008897049,0.003538276,0.0007580521,0.001171172,0.001251057,0.001607364,0.002338794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000963361,"about_ca_system_score_gemma":0.001501043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001665038,"about_ca_topic_score_gemma":0.001892684,"domain_scores_codex":[0.9966769,0.001273828,0.0002777475,0.0004074814,0.001127872,0.0002361106],"domain_scores_gemma":[0.9948455,0.001970416,0.001185041,0.0003088862,0.001405593,0.0002846239],"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":[0.0008892214,0.000292144,0.07927221,0.008863174,0.0005513924,0.0006399605,0.0002214681,0.00103564,0.0163708,0.01088632,0.0551618,0.8258159],"study_design_scores_gemma":[0.000155716,0.001892216,0.1076233,0.01012777,0.001545153,0.0137367,0.0005263641,0.005062127,0.05653387,0.02343465,0.7790633,0.0002987585],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.02020217,0.8926711,0.04594801,0.0116458,0.003134006,0.000466116,0.004775691,0.0009834183,0.02017371],"genre_scores_gemma":[0.4074538,0.4408974,0.1137236,0.009659861,0.006616907,0.001172869,0.007386496,0.0002831111,0.01280595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005812521,"threshold_uncertainty_score":0.02325624,"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."}}