{"id":"W3161580798","doi":"10.1016/j.clml.2021.05.002","title":"Trajectory of Symptoms in Patients Undergoing Autologous Stem Cell Transplant for Multiple Myeloma: A Population-Based Cohort Study of Patient-Reported Outcomes","year":2021,"lang":"en","type":"article","venue":"Clinical Lymphoma Myeloma & Leukemia","topic":"Multiple Myeloma Research and Treatments","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University; Hamilton Health Sciences; Institute of Aging; Juravinski Cancer Centre","funders":"Takeda Canada; Ontario Ministry of Health and Long-Term Care; Institute for Clinical Evaluative Sciences; Janssen Pharmaceuticals; Celgene; Sanofi; Roche; Amgen","keywords":"Medicine; Multiple myeloma; Population; Cohort; Internal medicine; Odds ratio; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005661625,0.0004509216,0.001889748,0.0003242834,0.0001007303,0.00001483433,0.0002076196,0.0003727978,0.00002985456],"category_scores_gemma":[0.001023539,0.0003918778,0.0006331736,0.0005073211,0.0001335217,0.00009680994,0.00006799919,0.0002284431,0.000004999182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008972327,"about_ca_system_score_gemma":0.001966545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006946363,"about_ca_topic_score_gemma":0.0008077481,"domain_scores_codex":[0.9940194,0.0005020176,0.002877664,0.0009651649,0.0009852763,0.0006505078],"domain_scores_gemma":[0.9936489,0.003596679,0.0008594131,0.0009414033,0.0005677082,0.00038585],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003472034,0.008238063,0.9094995,0.0004394235,0.000812233,0.0003932726,0.000310362,0.0001676427,0.0001041418,0.000004375472,0.00001424929,0.07654469],"study_design_scores_gemma":[0.04951668,0.004227237,0.9406328,0.0002973447,0.0004861938,0.000009037233,0.0003227241,0.002273601,0.001926326,0.00001108543,0.000009218462,0.0002877502],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995666,0.0001024236,0.00005132001,0.00002528141,0.0003119635,0.003527952,0.0001509264,0.00007152239,0.00009256115],"genre_scores_gemma":[0.9980767,0.00001346127,0.0006780428,0.00007933009,0.00002930101,0.0002950251,0.0006642961,0.00007447059,0.00008939624],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07625695,"threshold_uncertainty_score":0.9998533,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02771372705732486,"score_gpt":0.3153239903634349,"score_spread":0.2876102633061101,"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."}}