{"id":"W3134398991","doi":"10.1016/j.clml.2021.02.012","title":"Mortality from Multiple Myeloma Within One Year Following Autologous Stem Cell Transplantation: Defining an Ultra-high Risk Population","year":2021,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Terry Fox Research Institute; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Autologous stem-cell transplantation; Multiple myeloma; Internal medicine; Population; Oncology; Transplantation; Salvage therapy; Surgery; Chemotherapy","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":[0.0006266016,0.0004044011,0.000595602,0.002145505,0.00103282,0.001540928,0.0007148181,0.0009529854,0.001099328],"category_scores_gemma":[0.001949774,0.0002989712,0.0007485614,0.001462263,0.0006363838,0.001372921,0.001667158,0.001080544,0.0002396643],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003762612,"about_ca_system_score_gemma":0.0005326127,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003599135,"about_ca_topic_score_gemma":0.003446256,"domain_scores_codex":[0.9992545,0.0001394519,0.0000780039,0.0001408191,0.000109729,0.0002774074],"domain_scores_gemma":[0.998109,0.0002030429,0.0007757039,0.00008843462,0.0001561434,0.0006678251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008624665,0.00003811379,0.9986067,0.000003373439,0.00001951789,0.0001186359,0.0001097611,0.00003331523,0.0001811065,0.00005243476,0.00005405755,0.0006966699],"study_design_scores_gemma":[0.000002123189,0.0001206413,0.998171,0.000004223529,0.00001576858,0.0005538287,0.0007101157,0.0001875109,0.00003615097,0.00009109396,0.0001005576,0.000007033179],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988357,0.0001533422,0.0001696161,0.00007028959,0.000008711205,0.000009113093,0.0001660204,0.000004962354,0.0005822688],"genre_scores_gemma":[0.9992701,0.0001073858,0.00008766672,0.000037892,0.00003117015,0.000009321733,0.0003616099,0.000003197069,0.00009145449],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003599135,"threshold_uncertainty_score":0.007156372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04923739033260672,"score_gpt":0.3347830536719953,"score_spread":0.2855456633393886,"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."}}