{"id":"W2045154422","doi":"10.1016/j.urolonc.2012.09.011","title":"Is the performance of urinary cytology as high as reported historically? A contemporary analysis in the detection and surveillance of bladder cancer","year":2013,"lang":"en","type":"article","venue":"Urologic Oncology Seminars and Original Investigations","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":107,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Cytology; Urine cytology; Medicine; Urine; Urinary system; Bladder cancer; Urology; Cancer; Pathology; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002986738,0.0001288043,0.000412053,0.0001469077,0.0001121699,0.000005133233,0.00008251503,0.0001501749,0.000169123],"category_scores_gemma":[0.00008245424,0.00007385535,0.00005697255,0.0005488571,0.0007640938,0.00006676021,0.00002631855,0.0002188741,0.000003040182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006303875,"about_ca_system_score_gemma":0.000296878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005917885,"about_ca_topic_score_gemma":0.0002191206,"domain_scores_codex":[0.9989096,0.0001880933,0.0003800118,0.0002435863,0.0001338772,0.0001448358],"domain_scores_gemma":[0.9990161,0.0003001385,0.0002811265,0.0002304006,0.0001071216,0.00006509568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001542894,0.0001713319,0.9953802,0.00002362294,0.000382957,0.00003308567,0.0009631626,0.00001694579,0.0008578099,0.0001910846,0.0006467919,0.001178704],"study_design_scores_gemma":[0.001157727,0.005476867,0.9437816,0.00002114005,0.0008310806,0.0005387461,0.000419162,0.0009784546,0.0008997812,0.002152338,0.04362804,0.0001151366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9841298,0.003441145,0.000007553288,0.01051714,0.00006852346,0.0004574955,0.000008892397,0.000009656787,0.001359798],"genre_scores_gemma":[0.9951376,0.001520149,0.0004441129,0.002329382,0.00003196197,0.0002045713,0.00001044252,0.000005320601,0.0003164311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05159869,"threshold_uncertainty_score":0.8946111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03111572843048829,"score_gpt":0.3107911899171991,"score_spread":0.2796754614867108,"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."}}