{"id":"W2612511582","doi":"10.1182/blood.v128.22.4414.4414","title":"Natural History of Relapsed Myeloma, Refractory to Immunomodulatory Drugs and Proteasome Inhibitors: A Multicenter IMWG Study","year":2016,"lang":"en","type":"article","venue":"Blood","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; McGill University Health Centre","funders":"","keywords":"Multiple myeloma; Pomalidomide; Lenalidomide; Medicine; Bortezomib; Refractory (planetary science); Ixazomib; Proteasome inhibitor; Internal medicine; Natural history; Oncology; Carfilzomib; Thalidomide; Biology","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":[0.001138097,0.0004619432,0.0004495853,0.0007660211,0.0006668637,0.0007317759,0.0005733324,0.0006050824,0.001271864],"category_scores_gemma":[0.001212129,0.0003494739,0.0004081507,0.001156022,0.0003245197,0.0009012569,0.0006080699,0.0005291069,0.0004157071],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004364494,"about_ca_system_score_gemma":0.0003521169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001287961,"about_ca_topic_score_gemma":0.001360474,"domain_scores_codex":[0.9994821,0.0001820576,0.00005451103,0.0001573463,0.0000504236,0.00007356214],"domain_scores_gemma":[0.9989657,0.00008637209,0.0004474596,0.0001065188,0.00007524395,0.000318753],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00067479,0.0001514391,0.9979073,0.000006846069,0.00005445557,0.0001044607,0.00009770689,0.00002850764,0.0001933232,0.00001137635,0.0001193719,0.0006506126],"study_design_scores_gemma":[0.0001750626,0.0007361246,0.9974547,0.000008492759,0.00007791643,0.0004931325,0.0003444873,0.0002404022,0.00008518875,0.00002480047,0.0003532906,0.000006462416],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999421,0.00008528036,0.00002619669,0.00002508596,0.000002122876,0.00001872595,0.0002312839,0.000001964461,0.000188316],"genre_scores_gemma":[0.9992667,0.00003909998,0.00004352913,0.00004154335,0.00001590242,0.00002618123,0.0004715958,0.000002023147,0.00009347005],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001287961,"threshold_uncertainty_score":0.006018877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01261465518157568,"score_gpt":0.2627553543396567,"score_spread":0.250140699158081,"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."}}