{"id":"W4406669602","doi":"10.1080/10428194.2025.2455485","title":"Are we maintaining minimal residual disease in myeloma?","year":2025,"lang":"en","type":"review","venue":"Leukemia & lymphoma/Leukemia and lymphoma","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Minimal residual disease; Multiple myeloma; Medicine; Oncology; Clinical trial; Disease; Intensive care medicine; Residual; Clinical endpoint; Maintenance therapy; Internal medicine; Chemotherapy; Bone marrow; Computer science","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":[0.001662941,0.0004923088,0.001688069,0.001187895,0.0002882404,0.001587785,0.001043105,0.001628231,0.002040476],"category_scores_gemma":[0.002482424,0.0002468873,0.0006925803,0.001300621,0.0009192295,0.003079404,0.0006750314,0.002724486,0.001110728],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007312413,"about_ca_system_score_gemma":0.001572715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001455811,"about_ca_topic_score_gemma":0.002468518,"domain_scores_codex":[0.9995339,0.0001598259,0.00007843148,0.00006035193,0.0001291986,0.00003842148],"domain_scores_gemma":[0.9991705,0.0005092169,0.0001140159,0.00002338192,0.0001439629,0.00003886944],"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":[0.0001141399,0.00003433808,0.0002460224,0.02695643,0.0002265713,0.0001482194,0.0001541966,0.0002192493,0.0005983373,0.006993094,0.02672972,0.9375796],"study_design_scores_gemma":[0.00004438389,0.0001501566,0.001071617,0.01912426,0.0003067648,0.001314653,0.0002515898,0.00008498727,0.0002765161,0.009249237,0.968093,0.00003276632],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004853434,0.9986011,0.0000474404,0.000955903,0.0001397894,0.000001432518,0.000007168244,0.000002264226,0.0001962764],"genre_scores_gemma":[0.0006361589,0.9983115,0.0000954181,0.0006210911,0.0001904374,0.000003611128,0.00001067072,9.28827e-7,0.0001301508],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.002040476,"threshold_uncertainty_score":0.008794546,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04017158920676689,"score_gpt":0.3358778949116927,"score_spread":0.2957063057049258,"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."}}