{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007141324,0.0003712897,0.0007942743,0.001826423,0.000166472,0.001030665,0.0003309668,0.00075949,0.0009964814],"category_scores_gemma":[0.0009374665,0.0001821258,0.0002702441,0.00148424,0.0005550722,0.000595335,0.0004206276,0.000793501,0.0006139858],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004626968,"about_ca_system_score_gemma":0.0006050962,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008500018,"about_ca_topic_score_gemma":0.000741672,"domain_scores_codex":[0.9996564,0.00009182228,0.00003562895,0.0000655213,0.0001283684,0.00002226641],"domain_scores_gemma":[0.9995738,0.0002220108,0.00007206501,0.000009900611,0.00009417477,0.00002804281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0003324471,0.00004616499,0.006009251,0.01034356,0.0001554941,0.001677239,0.0002774145,0.0006213613,0.02690594,0.006180511,0.01866852,0.9287822],"study_design_scores_gemma":[0.00002593292,0.0003922391,0.02191905,0.002683755,0.0003855571,0.01546548,0.0002249232,0.0007709392,0.020737,0.005412464,0.931884,0.00009863101],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.001817959,0.994821,0.001346412,0.0006412895,0.0002854903,0.00000622767,0.00006338995,0.00001827174,0.0009998851],"genre_scores_gemma":[0.02184817,0.973082,0.002193903,0.0005991628,0.0008600305,0.00002185159,0.0001779074,0.00001052057,0.00120647],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001826423,"threshold_uncertainty_score":0.003776789,"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."}}