{"id":"W3094860080","doi":"10.1182/blood-2020-139689","title":"Is Tandem ASCT Needed in MM Patients with High Risk Cytogenetics in the Era of Maintenance Therapy? Results from the Canadian Myeloma Research Group (CMRG) Database","year":2020,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Toronto; University of New Brunswick; Université de Montréal; Hôpital Maisonneuve-Rosemont; Nova Scotia Health Authority; McGill University Health Centre; McMaster University; London Health Sciences Centre; University of Calgary; Princess Margaret Cancer Centre; Saint John Regional Hospital; BC Cancer Agency; CancerCare Manitoba; University Health Network; Ottawa Hospital; University of British Columbia","funders":"","keywords":"Lenalidomide; Medicine; Bortezomib; Internal medicine; Multiple myeloma; Oncology; Regimen; Melphalan; Maintenance therapy; Autologous stem-cell transplantation; Dexamethasone; Transplantation; Surgery; Database; Chemotherapy","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":[0.002531972,0.0001049393,0.0006543059,0.0008246625,0.000375377,0.0009246036,0.0005997004,0.0003918353,0.001620926],"category_scores_gemma":[0.01054892,0.00007377438,0.0006215356,0.003494524,0.0001904046,0.000579316,0.0003588522,0.0004491489,0.000175394],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003027765,"about_ca_system_score_gemma":0.003673055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1106411,"about_ca_topic_score_gemma":0.1950172,"domain_scores_codex":[0.9977039,0.0005266976,0.0003040296,0.0003543425,0.0008499573,0.0002612706],"domain_scores_gemma":[0.990742,0.002907123,0.00399508,0.0004308535,0.001378569,0.0005463656],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00221533,0.00003067977,0.9416094,0.0002361771,0.0002447249,0.0001024686,0.00009080904,0.0003580197,0.0002099479,0.0001241131,0.005409868,0.04936848],"study_design_scores_gemma":[0.0001247401,0.0001583994,0.9936934,0.0001572418,0.0003717673,0.0003401355,0.0002161114,0.0004495256,0.0001507864,0.00009392418,0.004232143,0.00001202783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9534035,0.01130681,0.0002734595,0.002411671,0.00004701566,0.00008043466,0.02819047,0.00003099108,0.004255519],"genre_scores_gemma":[0.9822587,0.002178643,0.0003700257,0.0008588795,0.00005687973,0.00003615761,0.01408746,0.000008600495,0.0001446209],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8893589,"threshold_uncertainty_score":0.2199941,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05981702633613518,"score_gpt":0.3027482972637796,"score_spread":0.2429312709276444,"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."}}