{"id":"W1948071987","doi":"10.5489/cuaj.600","title":"Biomarkers for detection and surveillance of bladder cancer","year":2013,"lang":"en","type":"article","venue":"Canadian Urological Association Journal","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":144,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Cystoscopy; Medicine; Bladder cancer; Cytology; Urine cytology; Dipstick; Urology; Carcinoma in situ; Urinary system; Cancer; Urine; Biomarker; Gynecology; Oncology; Internal medicine; Pathology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001737172,0.00006797007,0.0001609041,0.00007659182,0.00009910743,0.00002356625,0.00002656082,0.0001154615,0.0006219325],"category_scores_gemma":[0.0001899403,0.00005192311,0.00006171745,0.00008105778,0.00002245116,0.00005447901,0.000002973941,0.0001051891,0.000005948248],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003469429,"about_ca_system_score_gemma":0.0002048485,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005655813,"about_ca_topic_score_gemma":0.00225748,"domain_scores_codex":[0.999375,0.00003701908,0.0001665274,0.00009641286,0.0001116192,0.0002133851],"domain_scores_gemma":[0.9991826,0.00007527743,0.0001284732,0.00003872133,0.0002706788,0.0003042701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006506228,0.00001864711,0.9616618,0.000008290653,0.0003126991,0.000002008934,0.00003934755,0.000002676711,0.002055564,0.00000970296,0.005665211,0.03015905],"study_design_scores_gemma":[0.001191814,0.000310911,0.9859785,0.000004897623,0.00004860483,0.00003235997,0.00002920899,0.0001571808,0.0002986574,0.0004819534,0.01140944,0.00005652006],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9842559,0.0007340721,0.0001854472,0.01316866,0.0002817778,0.000419333,0.00006463492,0.00001028092,0.0008799117],"genre_scores_gemma":[0.9979855,0.0001437708,0.0001236043,0.00123165,0.0001826143,0.00004191283,0.000003383888,0.0000066923,0.0002808494],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03010253,"threshold_uncertainty_score":0.8549936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01270373093701309,"score_gpt":0.2467841464700741,"score_spread":0.234080415533061,"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."}}