{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002294675,0.0003741468,0.0007484736,0.001439456,0.0001691296,0.001393926,0.0005062189,0.0008284592,0.0007707917],"category_scores_gemma":[0.003263878,0.000212306,0.0004280159,0.001047836,0.0008796389,0.0006559038,0.0004622355,0.001118348,0.0004240616],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006997625,"about_ca_system_score_gemma":0.001065638,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001139604,"about_ca_topic_score_gemma":0.001359921,"domain_scores_codex":[0.9990208,0.0003538761,0.00007687382,0.0001547178,0.00034237,0.00005135548],"domain_scores_gemma":[0.9984,0.0009524745,0.0001619089,0.00004083521,0.0003800571,0.00006476403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002599986,0.00005414014,0.009619496,0.004708185,0.0001314811,0.0007119103,0.0002279355,0.001072348,0.01577728,0.003760509,0.006580942,0.9570957],"study_design_scores_gemma":[0.00005584245,0.001240659,0.03559726,0.005608517,0.0005359621,0.01308189,0.0004401822,0.002584625,0.03395059,0.006727181,0.9000282,0.000149031],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.002996755,0.9918343,0.001906889,0.001211967,0.0002560911,0.000008659692,0.00004596543,0.00002012529,0.001719295],"genre_scores_gemma":[0.05496207,0.9384129,0.003665754,0.001127149,0.0007510785,0.00003068496,0.000113233,0.00001233949,0.0009248835],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.002294675,"threshold_uncertainty_score":0.01213557,"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."}}