Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2023 Jul:130:107238.
doi: 10.1016/j.cct.2023.107238. Epub 2023 May 22.

Equity and bias in electronic health records data

Affiliations

Equity and bias in electronic health records data

Andrew D Boyd et al. Contemp Clin Trials. 2023 Jul.

Abstract

Embedded pragmatic clinical trials (ePCTs) are conducted during routine clinical care and have the potential to increase knowledge about the effectiveness of interventions under real world conditions. However, many pragmatic trials rely on data from the electronic health record (EHR) data, which are subject to bias from incomplete data, poor data quality, lack of representation from people who are medically underserved, and implicit bias in EHR design. This commentary examines how the use of EHR data might exacerbate bias and potentially increase health inequities. We offer recommendations for how to increase generalizability of ePCT results and begin to mitigate bias to promote health equity.

Keywords: Community engagement; Health equity; Health literacy; Patient-reported outcomes; Social determinants of health.

PubMed Disclaimer

Conflict of interest statement

Declaration of Competing Interest ECO Reports grants to her institution from Pfizer, BMS, and Novartis. KM reports grants and contracts to his institution from Novartis, Amgen, Seqirus, Genentech, BMS, and Boehringer Ingelheim. ADB reports grants from Alike Health, travel from Microsoft. All other authors have nothing to disclose.

References

    1. Siber-Sanderowitz S, Glasgow A, Chouake T, Beckford E, Nim A, Ozdoba A. Developing a Structural Intervention for Outpatient Mental Health Care: Mapping Vulnerability and Privilege. APT [Internet] 2022. [cited 2023 Apr 19];75(3):134–40. Available from: http://psychotherapy.psychiatryonline.org/doi/10.1176/appi.psychotherapy... - DOI - PubMed
    1. CDC. CDC’s Health Equity Guiding Principles for Inclusive Communication [Internet]. Centers for Disease Control and Prevention. 2021. [cited 2022 Jun 30];Available from: https://www.cdc.gov/healthcommunication/Health_Equity_Lens.html
    1. Lyles CR, Wachter RM, Sarkar U. Focusing on Digital Health Equity. JAMA [Internet] 2021. [cited 2022 Jun 30];326(18):1795. Available from: https://jamanetwork.com/journals/jama/fullarticle/2785583 - PubMed
    1. Adam H, Yang MY, Cato K, et al. Write It Like You See It: Detectable Differences in Clinical Notes By Race Lead To Differential Model Recommendations [Internet]. 2022. [cited 2022 May 17];Available from: http://arxiv.org/abs/2205.03931
    1. Health Level Seven International. HL7 Data Type Definition Standards. Available at: http://www.hl7.org/implement/standards/product_section.cfm?section=2&ref....

Publication types