{"id":"W2908013812","doi":"10.1182/blood-2018-99-111533","title":"Characteristics of Patients (pts) Who Relapse and Die of Multiple Myeloma (MM) within One Year Post Frontline Autologous Stem Cell Transplant (ASCT) in the Novel Agent Era: An Ultra-High Risk Population","year":2018,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; BC Cancer Agency; Vancouver General Hospital; Leukemia & Lymphoma Society of Canada","funders":"","keywords":"Medicine; Lenalidomide; Autologous stem-cell transplantation; Internal medicine; Oncology; Multiple myeloma; Population; Bortezomib; 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":[0.000220789,0.0001438335,0.0003407172,0.0006433005,0.0003929943,0.0004858567,0.0002062724,0.0004518444,0.002248837],"category_scores_gemma":[0.000792151,0.0001614482,0.0003839131,0.0008224196,0.000215514,0.0005596016,0.0004772298,0.000502016,0.0004383322],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002611355,"about_ca_system_score_gemma":0.0002447592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001224247,"about_ca_topic_score_gemma":0.001222941,"domain_scores_codex":[0.9997824,0.00002425456,0.00003214556,0.00005983481,0.000043435,0.00005799266],"domain_scores_gemma":[0.999365,0.00007071543,0.0003133132,0.00001876933,0.00003399642,0.0001982571],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001452488,0.00004802329,0.9982719,0.00000880658,0.00002026842,0.0002186427,0.00004906461,0.00005342513,0.000200943,0.00002078735,0.0001877552,0.0007751615],"study_design_scores_gemma":[0.00001618504,0.0003584202,0.9971502,0.000008744067,0.00001922949,0.001471425,0.000302305,0.0001801543,0.00006609756,0.00003630347,0.0003860847,0.000004832599],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988115,0.0001217007,0.00004330076,0.00005621159,0.00000484623,0.00001182211,0.0005626955,0.000002800872,0.0003850125],"genre_scores_gemma":[0.9989989,0.00007287067,0.00002649674,0.00005583353,0.00001158292,0.00001544083,0.0006219021,0.000001114903,0.0001957585],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002248837,"threshold_uncertainty_score":0.00752306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01713579594824228,"score_gpt":0.2414321004438906,"score_spread":0.2242963044956484,"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."}}