{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004469702,0.001009981,0.001172981,0.005445085,0.0002362155,0.001360028,0.0009562985,0.00138732,0.001958217],"category_scores_gemma":[0.00726793,0.000308316,0.0008805971,0.003134612,0.0007236376,0.001241152,0.0006599756,0.00115717,0.001158096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001155662,"about_ca_system_score_gemma":0.001596696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001676248,"about_ca_topic_score_gemma":0.001200861,"domain_scores_codex":[0.9966011,0.001081388,0.000441527,0.0004884443,0.001243316,0.0001442171],"domain_scores_gemma":[0.9944998,0.002216624,0.001496093,0.0001395142,0.001499299,0.0001485589],"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":[0.0002956987,0.00009404515,0.02497749,0.01579391,0.0006117715,0.0004223946,0.0001344983,0.0009227736,0.007139802,0.004950768,0.04255823,0.9020987],"study_design_scores_gemma":[0.00007222153,0.0009740446,0.04771692,0.01611081,0.001481657,0.01047441,0.0002438467,0.001859113,0.02008984,0.007148947,0.893662,0.0001661388],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.002469443,0.9842651,0.004586521,0.003487316,0.0005567282,0.00007362775,0.0006633621,0.0001478548,0.003749898],"genre_scores_gemma":[0.06741505,0.8962524,0.02327221,0.00480428,0.001945175,0.0003423548,0.002447329,0.00004446271,0.0034767],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.005445085,"threshold_uncertainty_score":0.02363837,"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."}}