{"id":"W1831939955","doi":"10.1002/9781118674826.ch3","title":"Utility of urine biomarkers","year":2015,"lang":"en","type":"other","venue":"Bladder Cancer","topic":"Bladder and Urothelial Cancer Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Princess Margaret Cancer Centre; Mount Sinai Hospital","funders":"","keywords":"Cystoscopy; Bladder cancer; Urine cytology; Medicine; Urine; Cytology; Urinary system; Urology; Cancer; Urinary bladder; Internal medicine; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00006421997,0.0003181954,0.0006710063,0.0001845921,0.00001213108,0.000004361856,0.0001101271,0.0002860463,0.03890493],"category_scores_gemma":[0.00001695067,0.0002550057,0.0001554944,0.0002199775,0.0001559706,0.00001719674,0.00004533169,0.000144201,0.000113669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006455756,"about_ca_system_score_gemma":0.0009502944,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004522637,"about_ca_topic_score_gemma":0.001006452,"domain_scores_codex":[0.9986398,0.0000275093,0.0002574213,0.0003898126,0.0004243324,0.000261188],"domain_scores_gemma":[0.998905,0.000008648122,0.0001865933,0.0005725346,0.0001111501,0.0002160827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002439423,0.0001883884,0.005867542,0.0003605312,0.001671179,0.00002333042,0.0000541788,4.511082e-8,0.00004340935,0.000005872952,0.9831314,0.008410175],"study_design_scores_gemma":[0.002656439,0.0001499149,0.004158164,0.0005629128,0.0007730694,0.000010808,0.0000283906,0.000004664706,0.00062786,0.00003247217,0.990782,0.0002133175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0001402661,0.02708674,0.00001052509,0.000259956,0.0007018045,0.0006932259,0.001156046,0.0001527464,0.9697987],"genre_scores_gemma":[0.008268342,0.001714331,0.0003194175,0.0003599705,0.0009205927,0.00009594948,0.0001991,0.0005156492,0.9876066],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03879126,"threshold_uncertainty_score":0.9999902,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03558558290742903,"score_gpt":0.3231658818690115,"score_spread":0.2875802989615824,"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."}}