Multiple imputation for analysis of incomplete data in distributed health data networks

• Published in: Nature communications Vol. 11; no. 1; pp. 5467 - 11
• Main Authors: Chang, Changgee, Deng, Yi, Jiang, Xiaoqian, Long, Qi
• Format: Journal Article
• Language: English
• Published: London Nature Publishing Group UK 29.10.2020; Nature Publishing Group; Nature Portfolio
• Subjects: 639/705/1042; 639/705/531; Data Analysis; Delivery of Health Care - statistics & numerical data; Electronic Health Records; Electronic medical records; Health care; Hospitals; Humanities and Social Sciences; Humans; Mimicry; Missing data; multidisciplinary; Networks; Repositories; Science; Science (multidisciplinary)

Distributed health data networks (DHDNs) leverage data from multiple sources or sites such as electronic health records (EHRs) from multiple healthcare systems and have drawn increasing interests in recent years, as they do not require sharing of subject-level data and hence lower the hurdles for co...