{"id":"W4379284398","doi":"10.1200/jco.2023.41.16_suppl.1028","title":"Concordance between liquid and tissue biopsy in participants with newly diagnosed recurrent breast cancer.","year":2023,"lang":"en","type":"article","venue":"Journal of Clinical Oncology","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; McGill University Health Centre; Western University; Hôpital Charles-Le Moyne; Université de Sherbrooke; University of Toronto; University Health Network; London Health Sciences Centre; Université Laval; Royal Victoria Regional Health Centre; Statistics Canada; Sunnybrook Health Science Centre; Princess Margaret Cancer Centre; Mount Sinai Hospital","funders":"","keywords":"Medicine; Liquid biopsy; Concordance; Biopsy; Circulating tumor cell; Cancer; Breast cancer; Pathology; Metastatic breast cancer; Internal medicine; Oncology; Metastasis","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001960328,0.0001881363,0.0003089386,0.0007996892,0.0002573649,0.0006433516,0.0004265743,0.0004427736,0.001668584],"category_scores_gemma":[0.005568721,0.0001905206,0.000255385,0.0006030063,0.0002155861,0.0002945991,0.0004676246,0.0003526601,0.0005633692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003055912,"about_ca_system_score_gemma":0.0001809931,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002373395,"about_ca_topic_score_gemma":0.002819522,"domain_scores_codex":[0.99856,0.0004088425,0.00017272,0.0004146256,0.0003218844,0.0001218877],"domain_scores_gemma":[0.9958306,0.001393577,0.001685459,0.0002460113,0.0005870708,0.0002573649],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000317282,0.00001562858,0.9971591,0.00001858031,0.00001883048,0.0001018794,0.0001293034,0.00002290119,0.0003983584,0.000007818639,0.0001004317,0.001709852],"study_design_scores_gemma":[0.000007083827,0.0002094768,0.9975542,0.00001104748,0.0000280077,0.0009203238,0.0001945075,0.0003044111,0.0003972996,0.00001748583,0.0003510911,0.000005049255],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982626,0.0003898249,0.0001497222,0.00002733771,0.00001227045,0.00001376268,0.0004627983,0.000009518952,0.0006722453],"genre_scores_gemma":[0.9990699,0.00006520903,0.0001437297,0.00001805463,0.000008647996,0.00001925874,0.0004588805,0.000003476307,0.0002128018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002373395,"threshold_uncertainty_score":0.01036727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08155842286322046,"score_gpt":0.437272413481729,"score_spread":0.3557139906185086,"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."}}