{"id":"W7108475644","doi":"10.1182/blood-2025-3963","title":"MGUS like phenotype in patients with AL amyloidosis: Impact on clinical outcomes for patients treated with bortezomib-containing regimens (BCR).","year":2025,"lang":"en","type":"article","venue":"Blood","topic":"Amyloidosis: Diagnosis, Treatment, Outcomes","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"AL amyloidosis; Monoclonal gammopathy of undetermined significance; Multiple myeloma; Amyloidosis; Log-rank test; Retrospective cohort study; Stage (stratigraphy); Survival analysis; Melphalan","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":[0.0005615826,0.0002200702,0.0003441564,0.0006699268,0.0003362244,0.0005425303,0.000201114,0.0003346217,0.0008867955],"category_scores_gemma":[0.001453897,0.00009395863,0.0004192966,0.000616032,0.0002420502,0.0003946264,0.0003821283,0.0004566788,0.0001225101],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003714851,"about_ca_system_score_gemma":0.0002602487,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001669585,"about_ca_topic_score_gemma":0.001981689,"domain_scores_codex":[0.9997119,0.00008557334,0.0000275817,0.00006477409,0.00005274822,0.00005735881],"domain_scores_gemma":[0.9989368,0.0002478322,0.0004449414,0.0000359916,0.00008287085,0.0002515253],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003558294,0.00003441445,0.9977832,0.000004965869,0.00002542034,0.0000918604,0.00001946036,0.00008894784,0.0001611318,0.000007954151,0.00004907732,0.001377563],"study_design_scores_gemma":[0.000011526,0.0002629284,0.9989273,0.000003545833,0.00002869752,0.0002520581,0.00004913336,0.0003097297,0.00005246055,0.00002217017,0.00007780037,0.000002701838],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999297,0.0002090642,0.00004587846,0.00002592289,0.000004129423,0.000004278062,0.000125039,0.000001979704,0.0002866329],"genre_scores_gemma":[0.9996814,0.00004067201,0.00003047582,0.00001089598,0.000007794903,0.000003383384,0.0001839355,6.353565e-7,0.000041032],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001669585,"threshold_uncertainty_score":0.00331974,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009326782519904504,"score_gpt":0.2935081582492378,"score_spread":0.2841813757293333,"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."}}