{"id":"W2985424375","doi":"10.1182/blood-2019-125479","title":"Treatment of Multiple Myeloma Patients Progressing on Lenalidomide-Based Regimens","year":2019,"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":"Saint John Regional Hospital; Queen Elizabeth II Health Sciences Centre; Dalhousie University; London Health Sciences Centre; Hôpital Maisonneuve-Rosemont; University of Ottawa; McGill University Health Centre; University of New Brunswick; Leukemia & Lymphoma Society of Canada; University of British Columbia; University of Calgary; Princess Margaret Cancer Centre; CancerCare Manitoba; Ottawa Hospital","funders":"","keywords":"Lenalidomide; Carfilzomib; Medicine; Regimen; Multiple myeloma; Ixazomib; Bortezomib; Internal medicine; Thalidomide; Oncology; Surgery; Gastroenterology","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":[0.0002739214,0.0001483454,0.0005713034,0.0007571713,0.0005047428,0.0005038207,0.0003225819,0.000198451,0.001267727],"category_scores_gemma":[0.00116298,0.0001046423,0.0002426124,0.002344681,0.000152537,0.0001990633,0.0002708851,0.0003408983,0.0002637626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002550282,"about_ca_system_score_gemma":0.002990087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1642091,"about_ca_topic_score_gemma":0.2408753,"domain_scores_codex":[0.999655,0.0000438355,0.00004217952,0.00006792224,0.0001028678,0.00008821527],"domain_scores_gemma":[0.9994387,0.00008301391,0.0002040726,0.00003031799,0.00009705374,0.0001467389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000605225,0.000145741,0.9812645,0.00008079608,0.00003413254,0.0005066047,0.0001355857,0.0002577943,0.0006487879,0.00006065688,0.001274465,0.01498582],"study_design_scores_gemma":[0.00006410349,0.0002476453,0.9948514,0.00003681915,0.00003703432,0.0007689866,0.0001780428,0.000369242,0.0002978538,0.00004924936,0.003093286,0.000006386796],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987511,0.001256454,0.0001550461,0.0001402379,0.000006257441,0.0002186574,0.007158565,0.00002274555,0.003531034],"genre_scores_gemma":[0.988327,0.001285084,0.0009997637,0.0003012231,0.00002002553,0.0001308858,0.008213804,0.000007896144,0.000714304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1642091,"threshold_uncertainty_score":0.3265067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02471032402257343,"score_gpt":0.2913147321341886,"score_spread":0.2666044081116151,"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."}}