Assessing Missing Data Assumptions in EHR-Based Studies: A Complex and Underappreciated Task

被引:61
作者
Haneuse, Sebastien [1 ]
Arterburn, David [2 ]
Daniels, Michael J. [3 ]
机构
[1] Harvard TH Chan Sch Publ Hlth, Dept Biostat, 655 Huntington Ave,Bldg 2,Room 407, Boston, MA 02115 USA
[2] Kaiser Permanente Washington Hlth Res Inst, Seattle, WA USA
[3] Univ Florida, Dept Stat, Gainesville, FL 32611 USA
关键词
D O I
10.1001/jamanetworkopen.2021.0184
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
[No abstract available]
引用
收藏
页数:4
相关论文
共 10 条
[1]  
[Anonymous], 2019, STAT ANAL MISSING DA
[2]  
Daniels M.J., 2008, Missing data in longitudinal studies, V109, DOI DOI 10.1201/9781420011180
[3]   Association Between Bariatric Surgery and Macrovascular Disease Outcomes in Patients With Type 2 Diabetes and Severe Obesity [J].
Fisher, David P. ;
Johnson, Eric ;
Haneuse, Sebastien ;
Arterburn, David ;
Coleman, Karen J. ;
O'Connor, Patrick J. ;
O'Brien, Rebecca ;
Bogart, Andy ;
Theis, Mary Kay ;
Anau, Jane ;
Schroeder, Emily B. ;
Sidney, Stephen .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2018, 320 (15) :1570-1582
[4]  
Haneuse Sebastien, 2016, EGEMS (Wash DC), V4, P1203, DOI 10.13063/2327-9214.1203
[5]   Distinguishing Selection Bias and Confounding Bias in Comparative Effectiveness Research [J].
Haneuse, Sebastien .
MEDICAL CARE, 2016, 54 (04) :E23-E29
[6]   Learning About Missing Data Mechanisms in Electronic Health Records-based Research A Survey-based Approach [J].
Haneuse, Sebastien ;
Bogart, Andy ;
Jazic, Ina ;
Westbrook, Emily O. ;
Boudreau, Denise ;
Theis, Mary Kay ;
Simon, Greg E. ;
Arterburn, David .
EPIDEMIOLOGY, 2016, 27 (01) :82-90
[7]   Integration of genetic and clinical information to improve imputation of data missing from electronic health records [J].
Li, Ruowang ;
Chen, Yong ;
Moore, Jason H. .
JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2019, 26 (10) :1056-1063
[8]  
Molenberghs G, 2014, Handbook of Missing Data Methodology, DOI [10.1201/b17622, DOI 10.1201/B17622]
[9]   Health indicator recording in UK primary care electronic health records: key implications for handling missing data [J].
Petersen, Irene ;
Welch, Catherine A. ;
Nazareth, Irwin ;
Walters, Kate ;
Marston, Louise ;
Morris, Richard W. ;
Carpenter, James R. ;
Morris, Tim P. ;
Tra My Pham .
CLINICAL EPIDEMIOLOGY, 2019, 11 :157-167
[10]   The strengthening the reporting of observational studies in epidemiology (STROBE) statement: guidelines for reporting observational studies [J].
von Elm, Erik ;
Altman, Douglas G. ;
Egger, Matthias ;
Pocock, Stuart J. ;
Gotzsche, Peter C. ;
Vandenbroucke, Jan P. .
BULLETIN OF THE WORLD HEALTH ORGANIZATION, 2007, 85 (11) :867-872