{"id":"W4414303437","doi":"10.1016/s2152-2650(25)03661-4","title":"Clinical Utility of Quantitative, Mass Spectrometry-Based EasyM for MRD Monitoring in Multiple Myeloma: Integration with Established MRD Detection Techniques in a Pan-Canadian Real-World Cohort Study","year":2025,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Cohort study; Cohort; Prognostic model; MEDLINE","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002614761,0.0007710162,0.0006439175,0.001533859,0.001403473,0.002024752,0.001594918,0.0007740138,0.0009661061],"category_scores_gemma":[0.004445437,0.0003623105,0.0005354729,0.002632086,0.0007701034,0.0004521939,0.0007902631,0.0008363214,0.0002054621],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.009490616,"about_ca_system_score_gemma":0.008976122,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8383539,"about_ca_topic_score_gemma":0.8875831,"domain_scores_codex":[0.9983442,0.0002903343,0.00007351659,0.0003601599,0.0006984898,0.0002332626],"domain_scores_gemma":[0.997741,0.0002033687,0.0003525259,0.0001715055,0.001293644,0.0002380115],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009868174,0.000104175,0.970448,0.0001117265,0.0003435729,0.0001574269,0.000341523,0.0005085656,0.003174962,0.0002851141,0.002741756,0.02079626],"study_design_scores_gemma":[0.00005446982,0.0001215154,0.9918241,0.00003752732,0.0003449756,0.0003401842,0.0003373538,0.001957275,0.001083155,0.000118469,0.00373932,0.00004175422],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.979563,0.004030177,0.002141691,0.0008856544,0.00006379098,0.0001497484,0.008162074,0.000138623,0.004865241],"genre_scores_gemma":[0.993439,0.0008656829,0.003055436,0.0002134689,0.00002583629,0.00002836495,0.001584979,0.00002989508,0.0007573977],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1616461,"threshold_uncertainty_score":0.325196,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05968875976820813,"score_gpt":0.3989852415055754,"score_spread":0.3392964817373673,"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."}}