{"id":"W2144151932","doi":"10.1186/s12885-015-1089-0","title":"Prognostic relevance of positive urine markers in patients with negative cystoscopy during surveillance of bladder cancer","year":2015,"lang":"en","type":"article","venue":"BMC Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Cystoscopy; Bladder cancer; Cytology; Urine cytology; Urine; Internal medicine; Surgical oncology; Urology; Urinary system; Tumor marker; Clinical significance; Gastroenterology; Cancer; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001055201,0.0002706159,0.0004118345,0.0006718443,0.000366235,0.0007467691,0.00036254,0.0006531336,0.0009535604],"category_scores_gemma":[0.007018545,0.0001886112,0.0004289943,0.0005378028,0.0003967204,0.0003635317,0.0004175267,0.000602738,0.0001334658],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002534162,"about_ca_system_score_gemma":0.0003107035,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001127585,"about_ca_topic_score_gemma":0.001434552,"domain_scores_codex":[0.9992925,0.0002157389,0.00007851228,0.0001283934,0.0001562364,0.0001285075],"domain_scores_gemma":[0.9948186,0.0019715,0.001946758,0.0002220184,0.000358925,0.0006821454],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001874984,0.000006738218,0.9987391,0.000004945434,0.00001720678,0.00007335486,0.00001689997,0.00002241624,0.0001537394,0.000002641963,0.00001841044,0.0007570523],"study_design_scores_gemma":[0.000005116634,0.0001379534,0.9985651,0.000005907142,0.00005321608,0.0007644145,0.00005630013,0.000160777,0.0001548901,0.00001125556,0.00008163141,0.000003417605],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990139,0.0006609897,0.00005567841,0.00002343539,0.000006118912,0.000002565333,0.00004974074,0.000002767843,0.0001848361],"genre_scores_gemma":[0.9998149,0.00005883092,0.00002796677,0.000006868163,0.000007343587,0.00000188836,0.00005930139,0.000001023033,0.00002177116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001127585,"threshold_uncertainty_score":0.005580485,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0140165026924686,"score_gpt":0.2736095398314047,"score_spread":0.2595930371389361,"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."}}