{"id":"W4389246620","doi":"10.1182/blood-2023-173685","title":"Cell-Free DNA from Blood or Bone Marrow as Alternatives to Bone Marrow Cells for Molecular Diagnostics and Monitoring of Multiple Myeloma","year":2023,"lang":"en","type":"article","venue":"Blood","topic":"Cancer Genomics and Diagnostics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Institute for Cancer Research; Dalhousie University; University Health Network; University of Toronto; University of New Brunswick; Saint John Regional Hospital; Princess Margaret Cancer Centre","funders":"","keywords":"Bone marrow; Multiple myeloma; Concordance; Medicine; Cell-free fetal DNA; Liquid biopsy; Circulating tumor cell; Molecular biology; Cancer research; Oncology; Cancer; Internal medicine; Biology; Metastasis; Genetics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007083025,0.0003695942,0.0003086089,0.0009494034,0.000223722,0.0005627174,0.0004116083,0.0003671878,0.001395134],"category_scores_gemma":[0.001017313,0.000229173,0.0001473184,0.0007081405,0.0004106527,0.000202473,0.0003478913,0.0002911882,0.0003478143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004410093,"about_ca_system_score_gemma":0.0007817981,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003819761,"about_ca_topic_score_gemma":0.01090999,"domain_scores_codex":[0.99943,0.0001111326,0.00003076293,0.0001551003,0.0002262234,0.00004681067],"domain_scores_gemma":[0.9996568,0.0001052259,0.0000816707,0.00003012499,0.00009425422,0.00003190612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0007377765,0.00005977873,0.1217492,0.0004753486,0.0001377983,0.0001961202,0.0002179264,0.001039683,0.8163293,0.000265538,0.0002771114,0.05851444],"study_design_scores_gemma":[0.00007846047,0.001487845,0.2475965,0.0001085581,0.0003233639,0.002201062,0.0002480311,0.004276512,0.7322184,0.00064402,0.01077998,0.00003715787],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9642896,0.006414823,0.02426983,0.0001542156,0.00003004721,0.0002231009,0.002560943,0.0001671811,0.001890306],"genre_scores_gemma":[0.9411181,0.002454611,0.04982245,0.0002464432,0.00002145409,0.0002314988,0.00341884,0.00004377498,0.002642996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003819761,"threshold_uncertainty_score":0.007595062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0102853108197982,"score_gpt":0.2408811633484671,"score_spread":0.2305958525286689,"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."}}