{"id":"W4389235299","doi":"10.1182/blood-2023-181138","title":"Second Line Treatment and Outcomes of Patients with Multiple Myeloma: A Real World Multi-Institutional Report from the Canadian Myeloma Research Group (CMRG) Database","year":2023,"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":"Hôpital Maisonneuve-Rosemont; London Health Sciences Centre; Jewish General Hospital; Université de Montréal; University of Saskatchewan; Memorial University of Newfoundland; Concordia University; Juravinski Cancer Centre; Princess Margaret Cancer Centre; University of Calgary; Vancouver General Hospital; McGill University; University of Alberta; Queen Elizabeth II Health Sciences Centre; Dalhousie University; Saint John Regional Hospital; BC Cancer Agency; CancerCare Manitoba; Saskatchewan Cancer Agency; Ottawa Hospital; University of British Columbia","funders":"","keywords":"Lenalidomide; Multiple myeloma; Medicine; Bortezomib; Regimen; Internal medicine; Autologous stem-cell transplantation; Oncology; Transplantation; Retrospective cohort study; Database; Surgery","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":[0.00136321,0.0004462629,0.0007249933,0.003526153,0.001751342,0.001604092,0.001387955,0.0005366333,0.001578767],"category_scores_gemma":[0.004516816,0.000318714,0.0005439661,0.01149567,0.0006060942,0.0006438175,0.001060921,0.0008361381,0.0002605978],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01703292,"about_ca_system_score_gemma":0.0200188,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8866702,"about_ca_topic_score_gemma":0.9095378,"domain_scores_codex":[0.9971985,0.0002003246,0.0003424283,0.0005009923,0.001240682,0.0005170326],"domain_scores_gemma":[0.9914262,0.0003725365,0.004038943,0.0003059182,0.002777951,0.001078352],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009177971,0.00002714517,0.9946807,0.00008965902,0.00009455712,0.00007488591,0.0001785698,0.00006779904,0.00005249772,0.00005326406,0.002871623,0.001717539],"study_design_scores_gemma":[0.00001980807,0.00003217431,0.995791,0.00008217142,0.00007654692,0.0002757504,0.000589362,0.0001993239,0.00005839833,0.00002324851,0.002830257,0.00002199969],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8881232,0.003480938,0.0002267791,0.0008497688,0.0000253257,0.0002519877,0.1034692,0.00003982066,0.003532995],"genre_scores_gemma":[0.9630402,0.001772043,0.000418278,0.0004549676,0.00003426001,0.0001116696,0.03386452,0.00001367596,0.0002905058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1133298,"threshold_uncertainty_score":0.2279943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06968017449943593,"score_gpt":0.3416757621476033,"score_spread":0.2719955876481674,"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."}}