{"id":"W4399419913","doi":"10.1016/j.jtct.2024.06.001","title":"Trends in Outcomes After Upfront Autologous Transplant for Multiple Myeloma Over Three Decades","year":2024,"lang":"en","type":"article","venue":"Transplantation and Cellular Therapy","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"National Cancer Institute; National Institutes of Health; Dr. Miriam and Sheldon G. Adelson Medical Research Foundation; Paula and Rodger Riney Foundation; University of Texas MD Anderson Cancer Center; Leukemia and Lymphoma Society","keywords":"Lenalidomide; Medicine; Multiple myeloma; Carfilzomib; Internal medicine; Bortezomib; Oncology; Transplantation; Autologous stem-cell transplantation; Hematopoietic stem cell transplantation; Surgery","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":[0.0009798977,0.000159472,0.0003200559,0.001859004,0.0003246042,0.001347645,0.0003884314,0.0005412019,0.001730196],"category_scores_gemma":[0.005319653,0.0001032837,0.0007093722,0.003894997,0.0002589811,0.001050634,0.0006325506,0.001227639,0.0003706181],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001709844,"about_ca_system_score_gemma":0.001882121,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01805419,"about_ca_topic_score_gemma":0.01879473,"domain_scores_codex":[0.999071,0.00007270863,0.0001808725,0.0001906895,0.0002241906,0.0002605135],"domain_scores_gemma":[0.9939271,0.0005455845,0.003509026,0.0001213445,0.001242875,0.0006541158],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005361414,0.00008943635,0.9334957,0.0002787645,0.0002706809,0.0001571502,0.0003260602,0.0005059828,0.0004864071,0.0008589792,0.006332867,0.05666179],"study_design_scores_gemma":[0.00001122822,0.0001537509,0.9869117,0.0001980765,0.0001390418,0.0004722281,0.0005166472,0.0002222458,0.0002986332,0.0001632034,0.01089887,0.0000144376],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9152863,0.04941078,0.001180575,0.007896146,0.0005366645,0.00002594159,0.01434066,0.0001637826,0.01115921],"genre_scores_gemma":[0.9645159,0.01992622,0.0004152216,0.001274227,0.0003607055,0.0000322874,0.01139178,0.00003206471,0.002051559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01805419,"threshold_uncertainty_score":0.03589821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02872631718296677,"score_gpt":0.3155118879821562,"score_spread":0.2867855707991894,"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."}}