Bayesian profiling multiple imputation for missing hemoglobin values in electronic health records

• Published in: The annals of applied statistics Vol. 14; no. 4; p. 1903
• Main Authors: Si, Yajuan, Palta, Mari, Smith, Maureen
• Format: Journal Article
• Language: English
• Published: United States 01.12.2020
• Subjects: Sensitivity analysis; Trajectory; Multiple imputation; Latent profile

Electronic health records (EHRs) are increasingly used for clinical and comparative effectiveness research, but suffer from missing data. Motivated by health services research on diabetes care, we seek to increase the quality of EHRs by focusing on missing values of longitudinal glycosylated hemoglo...