Automating Electronic Health Record Data Quality Assessment.
Automation
Data quality
Data quality assessment
Electronic health record (EHR)
Journal
Journal of medical systems
ISSN: 1573-689X
Titre abrégé: J Med Syst
Pays: United States
ID NLM: 7806056
Informations de publication
Date de publication:
13 Feb 2023
13 Feb 2023
Historique:
received:
10
09
2021
accepted:
15
11
2022
entrez:
13
2
2023
pubmed:
14
2
2023
medline:
16
2
2023
Statut:
epublish
Résumé
Information systems such as Electronic Health Record (EHR) systems are susceptible to data quality (DQ) issues. Given the growing importance of EHR data, there is an increasing demand for strategies and tools to help ensure that available data are fit for use. However, developing reliable data quality assessment (DQA) tools necessary for guiding and evaluating improvement efforts has remained a fundamental challenge. This review examines the state of research on operationalising EHR DQA, mainly automated tooling, and highlights necessary considerations for future implementations. We reviewed 1841 articles from PubMed, Web of Science, and Scopus published between 2011 and 2021. 23 DQA programs deployed in real-world settings to assess EHR data quality (n = 14), and a few experimental prototypes (n = 9), were identified. Many of these programs investigate completeness (n = 15) and value conformance (n = 12) quality dimensions and are backed by knowledge items gathered from domain experts (n = 9), literature reviews and existing DQ measurements (n = 3). A few DQA programs also explore the feasibility of using data-driven techniques to assess EHR data quality automatically. Overall, the automation of EHR DQA is gaining traction, but current efforts are fragmented and not backed by relevant theory. Existing programs also vary in scope, type of data supported, and how measurements are sourced. There is a need to standardise programs for assessing EHR data quality, as current evidence suggests their quality may be unknown.
Identifiants
pubmed: 36781551
doi: 10.1007/s10916-022-01892-2
pii: 10.1007/s10916-022-01892-2
pmc: PMC9925537
doi:
Types de publication
Journal Article
Review
Langues
eng
Sous-ensembles de citation
IM
Pagination
23Subventions
Organisme : University of Portsmouth
ID : University of Portsmouth
Informations de copyright
© 2023. The Author(s).
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