{"id":"W3034037943","doi":"10.1111/bjh.16793","title":"Early relapse after high‐dose melphalan autologous stem cell transplant predicts inferior survival and is associated with high disease burden and genetically high‐risk disease in multiple myeloma","year":2020,"lang":"en","type":"article","venue":"British Journal of Haematology","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":51,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Merck Sharp and Dohme; Myeloma UK; University of Leeds; National Institute for Health and Care Research; Institute of Cancer Research; Cancer Research UK; Royal Marsden NHS Foundation Trust; National Cancer Research Institute; Celgene; University of Birmingham; Cancer Research Institute","keywords":"Medicine; Multiple myeloma; Melphalan; Oncology; Stem cell; Internal medicine; Disease; Transplantation; Overall survival; Surgery; Biology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0006252505,0.0002832483,0.0002883573,0.0004421664,0.0003071495,0.0005481393,0.0003048225,0.0004403697,0.001124911],"category_scores_gemma":[0.001555992,0.0001137124,0.0002860547,0.000353378,0.0003256708,0.0003009487,0.000499317,0.0006185713,0.0002362076],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003556635,"about_ca_system_score_gemma":0.0002781903,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009845063,"about_ca_topic_score_gemma":0.001222713,"domain_scores_codex":[0.9997248,0.00008355449,0.0000242814,0.00003816876,0.00004829555,0.00008088901],"domain_scores_gemma":[0.9985489,0.0003356648,0.0006154953,0.00009654297,0.00006716008,0.0003361304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001433456,0.0001591391,0.9918791,0.0000125979,0.00004148409,0.0003256852,0.00008401638,0.0002001687,0.001959702,0.00002579586,0.0001097876,0.003768893],"study_design_scores_gemma":[0.00001543911,0.0005197803,0.9973094,0.000005031914,0.0000280674,0.0008619986,0.00007568439,0.0003926191,0.00056421,0.00006934125,0.0001522546,0.000005970431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997348,0.00007398732,0.00002389617,0.00001588525,0.000001849294,0.000001601502,0.00003368049,0.000002238224,0.0001119909],"genre_scores_gemma":[0.9997115,0.00002834396,0.00002461554,0.00001255344,0.000007187062,0.000002119392,0.0001141118,0.000001275621,0.00009827789],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001124911,"threshold_uncertainty_score":0.003763199,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01162331094242796,"score_gpt":0.224951247851477,"score_spread":0.2133279369090491,"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."}}