{"id":"W4416853882","doi":"10.1016/j.clml.2025.10.026","title":"Salvage Autologous Stem Cell Transplantation Outcomes and The Use of Maintenance in Relapsed Multiple Myeloma: Real world evidence from the Canadian Myeloma Research Group Database","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":"Hôpital Maisonneuve-Rosemont; Memorial University of Newfoundland; Université de Montréal; University of Saskatchewan; Queen Elizabeth II Health Sciences Centre; Dalhousie University; McGill University; University of British Columbia; University of Alberta; CancerCare Manitoba; Saskatchewan Cancer Agency; Ottawa Hospital; Saint John Regional Hospital; BC Cancer Agency; Vancouver General Hospital; Princess Margaret Cancer Centre; Juravinski Cancer Centre; Jewish General Hospital; Alberta Cancer Foundation; Canadian Centre for Applied Research in Cancer Control","funders":"","keywords":"Real world evidence; Multiple myeloma; Real world data; Stem cell; Autologous stem-cell transplantation; Transplantation","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":[0.003440108,0.0003641309,0.001163467,0.003164631,0.0010599,0.001903749,0.002305577,0.0007428377,0.00354176],"category_scores_gemma":[0.02096597,0.0002892213,0.001581435,0.01222584,0.000570063,0.000863199,0.0009286423,0.00104943,0.0002047],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01553484,"about_ca_system_score_gemma":0.02923361,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.897032,"about_ca_topic_score_gemma":0.951821,"domain_scores_codex":[0.9956506,0.0007005215,0.0006801395,0.00055765,0.00186579,0.0005453521],"domain_scores_gemma":[0.9780293,0.003825313,0.008568651,0.0008693811,0.007190822,0.001516552],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002387843,0.0001024081,0.9299642,0.003513087,0.003965374,0.00009739286,0.000311372,0.0007289781,0.00007566382,0.0009781756,0.02911905,0.02875646],"study_design_scores_gemma":[0.0003040531,0.00006761721,0.986796,0.001470471,0.002231336,0.0001006533,0.000354062,0.0003682051,0.00005907613,0.0002117986,0.007988745,0.00004797971],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4919155,0.0868653,0.000346234,0.005409759,0.0001351388,0.0003274066,0.4011382,0.00005013345,0.0138123],"genre_scores_gemma":[0.8725067,0.02343108,0.000737864,0.001651983,0.00009708836,0.0001909031,0.1006258,0.00001558637,0.0007429472],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.102968,"threshold_uncertainty_score":0.2071488,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1244606037501055,"score_gpt":0.3836233940885733,"score_spread":0.2591627903384678,"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."}}