{"id":"W4417018218","doi":"10.1182/blood-2025-3998","title":"Tracking peripheral residual disease in myeloma: Clonotypic sequencing and mass spectrometry in the teclistamab era","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hôpital Maisonneuve-Rosemont","funders":"","keywords":"Monoclonal; Minimal residual disease; Monoclonal antibody; Immunofixation; Serum protein electrophoresis; clone (Java method); Selected reaction monitoring; Multiple myeloma","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":[0.001696808,0.0002889748,0.0004093805,0.001403617,0.0001691909,0.0007077513,0.0002952376,0.0003092032,0.0004680657],"category_scores_gemma":[0.00109538,0.0001278328,0.0002060939,0.0009652205,0.0002346355,0.000280604,0.0003812814,0.0002541336,0.0002090471],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004069674,"about_ca_system_score_gemma":0.000224433,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007929123,"about_ca_topic_score_gemma":0.0009525978,"domain_scores_codex":[0.999281,0.0002471727,0.00006680876,0.0001569109,0.0001981108,0.00004998365],"domain_scores_gemma":[0.9992607,0.0001818645,0.0002543511,0.00005619388,0.0001773355,0.00006952213],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003370848,0.0001541105,0.7653261,0.0002826043,0.0002071558,0.0008670132,0.0002054909,0.001567123,0.1122491,0.0003253552,0.0008201984,0.114625],"study_design_scores_gemma":[0.00007678167,0.001577924,0.8586382,0.00008326436,0.0002836051,0.00579439,0.0002016165,0.01513029,0.1123867,0.0004962863,0.005293817,0.00003714431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9843226,0.008436809,0.005206057,0.0001301975,0.00002144477,0.00003849651,0.0005975518,0.0001081975,0.001138542],"genre_scores_gemma":[0.992392,0.000913155,0.005763018,0.0001163352,0.00002857838,0.0000202916,0.000394874,0.00001278792,0.0003589735],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001696808,"threshold_uncertainty_score":0.008973718,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01975061720087002,"score_gpt":0.2971704367078855,"score_spread":0.2774198195070154,"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."}}