{"id":"W2158341993","doi":"10.1016/j.urology.2008.08.459","title":"PCA3 Urine mRNA Testing for Prostate Carcinoma: Patterns of Use by Community Urologists and Assay Performance in Reference Laboratory Setting","year":2008,"lang":"en","type":"article","venue":"Urology","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":54,"is_retracted":false,"has_abstract":false,"ca_institutions":"Cytodiagnostics (Canada)","funders":"","keywords":"Medicine; PCA3; Prostate biopsy; Prostate cancer; Biopsy; Rectal examination; Prostate; Urology; Concordance; Prostate-specific antigen; Urine; Gynecology; Internal medicine; Cancer","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":[0.0003270946,0.000127672,0.0002932686,0.00006497169,0.0001004067,0.000003577394,0.00005656862,0.00008419152,0.000003045419],"category_scores_gemma":[0.0003260618,0.0001109926,0.00001559712,0.00009332849,0.0001275239,0.00007584452,0.00006358742,0.0002956159,5.227108e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004826249,"about_ca_system_score_gemma":0.00008585115,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007105276,"about_ca_topic_score_gemma":0.0001286703,"domain_scores_codex":[0.9990873,0.0001383179,0.0002599368,0.0001862845,0.00006842828,0.0002597738],"domain_scores_gemma":[0.9988431,0.0006023252,0.0001323069,0.000220052,0.0001387207,0.00006347679],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002166799,0.0002228513,0.9955879,0.0001577089,0.00001608172,0.000039639,0.0004913799,0.0000199207,0.001409798,0.000005651993,0.0001165522,0.001715828],"study_design_scores_gemma":[0.002311611,0.002778861,0.9903125,0.00003066773,0.000033285,0.00004953979,0.00003141662,0.0005528611,0.002763845,0.000008185375,0.001044018,0.00008321297],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981681,0.0006178282,0.00001849914,0.0004152698,0.00002797718,0.0004561577,0.0002145642,0.00002156867,0.00006004435],"genre_scores_gemma":[0.9984544,0.0003420929,0.0003459819,0.0005809655,0.00001473509,0.0001283777,0.00009535823,0.00001450625,0.00002360192],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005275412,"threshold_uncertainty_score":0.4526145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05124643039284592,"score_gpt":0.272499502739435,"score_spread":0.2212530723465891,"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."}}