Electronic health records in IS research: Quality issues, essential thresholds and remedial actions

被引:26
|
作者
Jetley, Gaurav [1 ]
Zhang, He [1 ]
机构
[1] Univ S Florida, Muma Coll Business, Tampa, FL 33620 USA
关键词
Electronic health records; Data quality issues; Quality thresholds; Remedial actions; DECISION-SUPPORT-SYSTEM; CANCER; TECHNOLOGY; LANGUAGE; THERAPY; REUSE;
D O I
10.1016/j.dss.2019.113137
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The increase in adoption of Electronic Health Record (EHR) systems by healthcare organizations has led to the proliferation of the use of EHR as a secondary data source in both IS and supporting fields. It is imperative that EHR data is exploited appropriately, which would lead to high quality results and enhanced reproducibility. However, the quality of the EHR data being used can vary significantly and can have repercussions for research outcomes. In this paper, we first discuss four major data quality issues present in EHR data. These issues are: (a) non-standard coding schemes, (b) missing data, (c) inconsistencies and (d) aggregation and augmentation of EHR data. Then, we discuss quality thresholds that need to be met in order to avoid the negative impacts of quality issues. Lastly, we discuss some remedial actions that researchers can take to enhance the quality of EHR data to meet the quality thresholds. The discussed issues, thresholds and remedial actions can also apply to a much wider set of data sources when used as secondary data in research.
引用
收藏
页数:6
相关论文
共 50 条
  • [41] Data Protection Issues of Integrated Electronic Health Records (EHR)
    Schiza, Eirini C.
    Fakas, Georgios J.
    Pattichis, Constantinos S.
    Petkov, Nicolai
    Schizas, Christos N.
    XIV MEDITERRANEAN CONFERENCE ON MEDICAL AND BIOLOGICAL ENGINEERING AND COMPUTING 2016, 2016, 57 : 787 - 790
  • [42] Legal and policy issues concerning electronic health and patient records
    Segal, DE
    TOWARD AN ELECTRONIC HEALTH RECORD EUROPE '97 - CONFERENCE ON THE CREATION OF A EUROPEAN ELECTRONIC HEALTH RECORD, CONFERENCE PROCEEDINGS, 1997, : 244 - 248
  • [43] Arsenic: Health effects, mechanisms of actions, and research issues
    Abernathy, CO
    Liu, YP
    Longfellow, D
    Aposhian, HV
    Beck, B
    Fowler, B
    Goyer, R
    Menzer, R
    Rossman, T
    Thompson, C
    Waalkes, M
    ENVIRONMENTAL HEALTH PERSPECTIVES, 1999, 107 (07) : 593 - 597
  • [44] The futility of genomic counseling: essential role of electronic health records
    John Belmont
    Amy L McGuire
    Genome Medicine, 1
  • [45] The futility of genomic counseling: essential role of electronic health records
    Belmont, John
    McGuire, Amy L.
    GENOME MEDICINE, 2009, 1
  • [46] What is the impact of electronic health records on the quality of health data?
    Callen, Joanne
    HEALTH INFORMATION MANAGEMENT JOURNAL, 2014, 43 (01) : 42 - 43
  • [47] The Meaningful Use of Electronic Health Records and Health Care Quality
    Kern, Lisa M.
    Edwards, Alison
    Kaushal, Rainu
    AMERICAN JOURNAL OF MEDICAL QUALITY, 2015, 30 (06) : 512 - 519
  • [48] Developing Electronic Health Records Databases for Mental Health Research
    Stewart, R.
    EUROPEAN PSYCHIATRY, 2015, 30
  • [49] Electronic health records improve clinical note quality
    Burke, Harry B.
    Sessums, Laura L.
    Hoang, Albert
    Becher, Dorothy A.
    Fontelo, Paul
    Liu, Fang
    Stephens, Mark
    Pangaro, Louis N.
    O'Malley, Patrick G.
    Baxi, Nancy S.
    Bunt, Christopher W.
    Capaldill, Vincent F.
    Chen, Julie M.
    Cooper, Barbara A.
    Djuric, David A.
    Hodge, Joshua A.
    Kane, Shawn
    Magee, Charles
    Makary, Zizette R.
    Mallory, Renee M.
    Miller, Thomas
    Saperstein, Adam
    Servey, Jessica
    Gimbel, Ronald W.
    JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION, 2015, 22 (01) : 199 - 205
  • [50] Electronic Health Records, the PINNACLE Registry, and Quality Care
    Oetgen, William J.
    Mullen, J. Brendan
    Mirro, Michael J.
    ARCHIVES OF INTERNAL MEDICINE, 2011, 171 (10) : 953 - 954