{"id":"W3093327923","doi":"10.48083/vsoo5322","title":"Circulating Tumour DNA as a Biomarker Source in Metastatic Prostate Cancer","year":2020,"lang":"en","type":"article","venue":"Société Internationale d’Urologie Journal","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Prostate cancer; Liquid biopsy; Biomarker; Tumour heterogeneity; Medicine; Cancer research; Cancer; Prostate; Cell-free fetal DNA; DNA repair; Somatic cell; Oncology; Epigenome; Circulating tumor cell; Internal medicine; Biology; Metastasis; DNA; Gene; DNA methylation; Genetics","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":[0.0002614305,0.0001607758,0.0001764082,0.00006176392,0.00008354923,0.00008977811,0.0002843047,0.0000734466,0.0002560814],"category_scores_gemma":[0.0008414102,0.0001570733,0.0001469784,0.000103815,0.0000561242,0.00001072069,0.0001587488,0.0002677198,0.00001254696],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008238981,"about_ca_system_score_gemma":0.0003222963,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005958647,"about_ca_topic_score_gemma":0.00005033714,"domain_scores_codex":[0.9987603,0.00007640637,0.0003785753,0.0002855767,0.0002208825,0.0002782539],"domain_scores_gemma":[0.9993023,0.00007208873,0.0002440549,0.00009239811,0.0001501612,0.0001389507],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001140607,0.0002838244,0.154062,0.00006777235,0.0008667174,0.0005988613,0.001913152,0.02214362,0.7401434,0.000297179,0.02321214,0.05527076],"study_design_scores_gemma":[0.02100183,0.003042954,0.2151579,0.0002911801,0.0004201594,0.002548915,0.006887442,0.05111807,0.1120517,0.01189647,0.5724192,0.003164117],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888825,0.001790166,0.001236074,0.006246629,0.000369427,0.0001567022,0.00004487637,0.00001125146,0.001262381],"genre_scores_gemma":[0.9926593,0.001079745,0.0003781244,0.004910649,0.00052483,0.00003082438,0.0000508434,0.00002291795,0.0003428113],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6280916,"threshold_uncertainty_score":0.6405265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03777622162458249,"score_gpt":0.3203321358701677,"score_spread":0.2825559142455852,"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."}}