{"id":"W4390687493","doi":"10.48083/rfsh8912","title":"Utility and Clinical Application of Circulating Tumor DNA (ctDNA) in Advanced Prostate Cancer","year":2023,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Prostate cancer; Medicine; Liquid biopsy; Prostatectomy; Concordance; Cancer; Prostate; Circulating tumor cell; Oncology; Biopsy; Disease; Somatic evolution in cancer; Internal medicine; Metastasis","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0005199878,0.00008313916,0.0001445014,0.00005863398,0.00004466334,0.00001693526,0.0001415243,0.00007424579,0.00001355322],"category_scores_gemma":[0.0005766866,0.00008316827,0.0000819753,0.00008778751,0.00008727386,0.000006971546,0.0001221873,0.0001749484,0.000001244024],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002688799,"about_ca_system_score_gemma":0.0001479516,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002936738,"about_ca_topic_score_gemma":0.0001343424,"domain_scores_codex":[0.9990409,0.00005046754,0.0004130598,0.0002166585,0.0001241317,0.0001547894],"domain_scores_gemma":[0.999299,0.0001178728,0.0002723005,0.0001123831,0.000147715,0.00005074189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001616185,0.00006150857,0.9052841,0.00001482498,0.00005930572,0.000008572514,0.00005883779,0.001154452,0.0312839,0.0001293231,0.0004233884,0.06136017],"study_design_scores_gemma":[0.001442535,0.0001729947,0.9779187,0.00002093957,0.00001569232,0.00002617429,0.0002358602,0.005697578,0.004177584,0.002468152,0.007687744,0.000136049],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976488,0.000572293,0.0003582232,0.0005860297,0.0003279383,0.0001465125,0.00005334383,0.00000739932,0.0002994609],"genre_scores_gemma":[0.9964287,0.002695219,0.0002413739,0.0002336129,0.000238016,0.00002299298,0.00005174421,0.000008766267,0.00007960648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0726346,"threshold_uncertainty_score":0.3391504,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02983987724914089,"score_gpt":0.3700734668344512,"score_spread":0.3402335895853104,"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."}}