{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001162692,0.0001988021,0.0002717005,0.0003189467,0.00004742826,0.0000407235,0.00004168866,0.0001058407,0.0002365673],"category_scores_gemma":[0.000002105118,0.0001407824,0.0001481344,0.0001409121,0.00004830401,0.00009234183,0.000001765883,0.0001243303,0.000009873205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003318084,"about_ca_system_score_gemma":0.00003059272,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001275777,"about_ca_topic_score_gemma":0.0007833746,"domain_scores_codex":[0.9989325,0.00003177406,0.0002286373,0.000320672,0.0001907695,0.000295655],"domain_scores_gemma":[0.9995887,0.0001420408,0.00001451814,0.0001160019,0.00001592499,0.0001228551],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.005640106,0.00024438,0.7191893,0.0003990447,0.0003418983,0.001102793,0.002640421,0.000003255235,0.01327322,0.000215548,0.00002618862,0.2569239],"study_design_scores_gemma":[0.00878679,0.0003276086,0.9736255,0.0001476876,0.00008794105,0.00006055045,0.00002700156,0.00483842,0.01063889,0.0001522581,0.001141638,0.0001657397],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9884056,0.00545779,0.004514317,0.0005075224,0.00009517375,0.000581912,0.0002040768,0.00009241166,0.0001411349],"genre_scores_gemma":[0.9962214,0.00180573,0.0005486957,0.0001265587,0.0000346546,0.0002631036,0.0004949549,0.00003132995,0.0004735608],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2567582,"threshold_uncertainty_score":0.5740941,"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."}}