{"id":"W4221035698","doi":"10.1016/j.clml.2022.03.002","title":"Survival and Outcomes of Newly Diagnosed Multiple Myeloma Patients Stratified by Transplant Status 2007-2018: Retrospective Analysis from the Canadian Myeloma Research Group Database","year":2022,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; Queen Elizabeth II Health Sciences Centre; Dalhousie University; University of Saskatchewan; Université de Montréal; Hôpital Maisonneuve-Rosemont; Saskatchewan Cancer Agency; CancerCare Manitoba; Ottawa Hospital; Ottawa Regional Cancer Foundation; University of Calgary; Vancouver General Hospital; Princess Margaret Cancer Centre; Saint John Regional Hospital; BC Cancer Agency; McGill University; Juravinski Cancer Centre","funders":"Janssen Pharmaceuticals","keywords":"Medicine; Multiple myeloma; Bortezomib; Lenalidomide; Cohort; Internal medicine; Retrospective cohort study; Oncology; Autologous stem-cell transplantation; Database","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.003175808,0.0006465176,0.001857419,0.0006292774,0.001607472,0.0001557555,0.0008816173,0.0003634362,0.0009781143],"category_scores_gemma":[0.003576061,0.0004932993,0.0007008903,0.001962741,0.001293392,0.0002534936,0.0005326497,0.001354561,0.0000525679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003616422,"about_ca_system_score_gemma":0.003051506,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3964498,"about_ca_topic_score_gemma":0.3787975,"domain_scores_codex":[0.9892117,0.002430528,0.001787097,0.001684426,0.00302934,0.001856875],"domain_scores_gemma":[0.9882721,0.006673693,0.0004405797,0.00189109,0.0005947568,0.002127828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002908083,0.001070523,0.932501,0.00002821453,0.003534869,0.0006549067,0.0005070869,0.000005050842,0.0001611734,0.0001295042,0.006726128,0.05177347],"study_design_scores_gemma":[0.01643334,0.001548156,0.9745608,0.00004612862,0.0009547348,0.000006758093,0.0009250251,0.001286417,0.0001230814,0.0001116798,0.003569938,0.0004339615],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9774237,0.000662484,0.0000266266,0.0007907833,0.0004789523,0.001972716,0.01767349,0.00006961026,0.000901615],"genre_scores_gemma":[0.9882523,0.000412771,0.000445955,0.0004117786,0.000200145,0.0003454787,0.009458439,0.00009623941,0.0003768634],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05133951,"threshold_uncertainty_score":0.9999352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05144154557177737,"score_gpt":0.3483073221873166,"score_spread":0.2968657766155392,"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."}}