Equity and bias in electronic health records data
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...
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Published in | Contemporary clinical trials Vol. 130; p. 107238 |
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Main Authors | , , , , , , , , , , , , , , , , , , , , , , |
Format | Journal Article |
Language | English |
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United States
Elsevier Inc
01.07.2023
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Online Access | Get full text |
ISSN | 1551-7144 1559-2030 1559-2030 |
DOI | 10.1016/j.cct.2023.107238 |
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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. |
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AbstractList | 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. 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.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. AbstractEmbedded 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. |
ArticleNumber | 107238 |
Author | Braciszewski, Jordan M. Darby, Juanita E. Del Fiol, Guilherme Ho, P. Michael Staman, Karen Cuthel, Allison M. Dailey, Dana L. Zigler, Christina K. Schlaeger, Judith M. Patil, Crystal L. Lawrence, Katharine Richesson, Rachel L. Ezenwa, Miriam O. Knisely, Mitchell R. Adeyemi, Oluwaseun Cheville, Andrea Faurot, Keturah R. O'Brien, Emily C. Paek, Hyung Marsolo, Keith Gonzalez-Guarda, Rosa Boyd, Andrew D. Leigh, Jonathan W. |
Author_xml | – sequence: 1 givenname: Andrew D. surname: Boyd fullname: Boyd, Andrew D. email: boyda@uic.edu organization: Department of Biomedical and Health Information Sciences, University of Illinois Chicago, Chicago, IL, United States of America – sequence: 2 givenname: Rosa surname: Gonzalez-Guarda fullname: Gonzalez-Guarda, Rosa organization: Duke University School of Nursing, Durham, NC, United States of America – sequence: 3 givenname: Katharine surname: Lawrence fullname: Lawrence, Katharine organization: Department of Population Health, New York University Grossman School of Medicine, New York, NY, United States of America – sequence: 4 givenname: Crystal L. surname: Patil fullname: Patil, Crystal L. organization: University of Illinois Chicago, College of Nursing, Chicago, IL, United States of America – sequence: 5 givenname: Miriam O. surname: Ezenwa fullname: Ezenwa, Miriam O. organization: University of Florida College of Nursing, Gainesville, FL, United States of America – sequence: 6 givenname: Emily C. surname: O'Brien fullname: O'Brien, Emily C. organization: Department of Population Health Sciences, Duke University School of Medicine, Durham, NC, United States of America – sequence: 7 givenname: Hyung surname: Paek fullname: Paek, Hyung organization: Yale University, New Haven, CT, United States of America – sequence: 8 givenname: Jordan M. surname: Braciszewski fullname: Braciszewski, Jordan M. organization: Henry Ford Health, Detroit, MI, United States of America – sequence: 9 givenname: Oluwaseun surname: Adeyemi fullname: Adeyemi, Oluwaseun organization: New York University Grossman School of Medicine, Ronald O. Perelman Department of Emergency Medicine, New York, NY, United States of America – sequence: 10 givenname: Allison M. surname: Cuthel fullname: Cuthel, Allison M. organization: New York University Grossman School of Medicine, Ronald O. Perelman Department of Emergency Medicine, New York, NY, United States of America – sequence: 11 givenname: Juanita E. surname: Darby fullname: Darby, Juanita E. organization: University of Illinois Chicago, College of Nursing, Chicago, IL, United States of America – sequence: 12 givenname: Christina K. surname: Zigler fullname: Zigler, Christina K. organization: Duke University School of Medicine, Durham, NC, United States of America – sequence: 13 givenname: P. Michael surname: Ho fullname: Ho, P. Michael organization: Division of Cardiology, University of Colorado School of Medicine, Aurora, CO, United States of America – sequence: 14 givenname: Keturah R. surname: Faurot fullname: Faurot, Keturah R. organization: Department of Physical Medicine and Rehabilitation, University of North Carolina School of Medicine, Chapel Hill, NC, United States of America – sequence: 15 givenname: Karen surname: Staman fullname: Staman, Karen organization: Duke University School of Medicine, Durham, NC, United States of America – sequence: 16 givenname: Jonathan W. surname: Leigh fullname: Leigh, Jonathan W. organization: University of Illinois Chicago, College of Nursing, Chicago, IL, United States of America – sequence: 17 givenname: Dana L. surname: Dailey fullname: Dailey, Dana L. organization: St. Ambrose University, Davenport, IA, United States of America – sequence: 18 givenname: Andrea surname: Cheville fullname: Cheville, Andrea organization: Mayo Clinic Comprehensive Cancer Center, Rochester, MN, United States of America – sequence: 19 givenname: Guilherme surname: Del Fiol fullname: Del Fiol, Guilherme organization: Department of Biomedical Informatics, University of Utah School of Medicine, Salt Lake City, UT, United States of America – sequence: 20 givenname: Mitchell R. surname: Knisely fullname: Knisely, Mitchell R. organization: Duke University School of Nursing, Durham, NC, United States of America – sequence: 21 givenname: Keith surname: Marsolo fullname: Marsolo, Keith organization: Department of Population Health Sciences, Duke University School of Medicine, Durham, NC, United States of America – sequence: 22 givenname: Rachel L. surname: Richesson fullname: Richesson, Rachel L. organization: Department of Learning Health Sciences, University of Michigan Medical School – sequence: 23 givenname: Judith M. surname: Schlaeger fullname: Schlaeger, Judith M. organization: University of Illinois Chicago, College of Nursing, Chicago, IL, United States of America |
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Cites_doi | 10.1176/appi.ps.71201 10.1007/s12687-017-0316-6 10.3389/fdgth.2022.848052 10.2196/jmir.5927 10.1038/d41586-018-05049-5 10.1056/NEJMms2004740 10.1016/j.sapharm.2021.06.015 10.1001/jama.2021.18459 10.1176/appi.psychotherapy.20200057 10.1007/s11606-020-06451-4 10.1080/02681102.2019.1667289 |
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Keywords | Community engagement Social determinants of health Health literacy Health equity Patient-reported outcomes |
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References | HL7 International (bb0030) Fowler (bb0055) 1995 (bb0070) 2017 (bb0050) 2023 Knepper, McLeod (bb0035) 2018; 557 Nong, Williamson, Anthony, Platt, Kardia (bb0045) 2022; 18 Bentley, Callier, Rotimi (bb0060) 2022; 8 Mummah, Robinson, King, Gardner, Sutton (bb0080) 2016; 18 Holeman, Kane (bb0100) 2019; 26 CDC (bb0010) 2022 Stiles-Shields, Cummings, Montague, Plevinsky, Psihogios, Williams (bb0095) 2022; 4 Coulter, Siconolfi, Egan, Chugani (bb0090) 2020; 71 Vyas, Eisenstein, Jones (bb0040) 2022; 383 Lyles, Wachter, Sarkar (bb0015) 2022; 326 Adam, Yang, Cato (bb0020) 2022 Siber-Sanderowitz, Glasgow, Chouake, Beckford, Nim, Ozdoba (bb0005) 2023; 75 Health Level Seven International (bb0025) (bb0065) 2005 Flood, Ennis, Ludlow (bb0085) 2023; 17 Crenshaw (bb0105) 1989 Fischer, Safaeinili, Haverfield, Brown-Johnson, Zionts, Zulman (bb0075) 2021; 36 Nong (10.1016/j.cct.2023.107238_bb0045) 2022; 18 Fowler (10.1016/j.cct.2023.107238_bb0055) 1995 Holeman (10.1016/j.cct.2023.107238_bb0100) 2019; 26 HL7 International (10.1016/j.cct.2023.107238_bb0030) Bentley (10.1016/j.cct.2023.107238_bb0060) 2022; 8 Adam (10.1016/j.cct.2023.107238_bb0020) Crenshaw (10.1016/j.cct.2023.107238_bb0105) 1989 Mummah (10.1016/j.cct.2023.107238_bb0080) 2016; 18 Fischer (10.1016/j.cct.2023.107238_bb0075) 2021; 36 (10.1016/j.cct.2023.107238_bb0050) 2023 Siber-Sanderowitz (10.1016/j.cct.2023.107238_bb0005) 2023; 75 CDC (10.1016/j.cct.2023.107238_bb0010) 2022 Stiles-Shields (10.1016/j.cct.2023.107238_bb0095) 2022; 4 Flood (10.1016/j.cct.2023.107238_bb0085) 2023; 17 Coulter (10.1016/j.cct.2023.107238_bb0090) 2020; 71 Health Level Seven International (10.1016/j.cct.2023.107238_bb0025) (10.1016/j.cct.2023.107238_bb0065) 2005 Vyas (10.1016/j.cct.2023.107238_bb0040) 2022; 383 Lyles (10.1016/j.cct.2023.107238_bb0015) 2022; 326 (10.1016/j.cct.2023.107238_bb0070) 2017 Knepper (10.1016/j.cct.2023.107238_bb0035) 2018; 557 |
References_xml | – volume: 18 year: 2016 ident: bb0080 article-title: IDEAS (integrate, design, assess, and share): a framework and toolkit of strategies for the development of more effective digital interventions to change health behavior publication-title: J. Med. Internet Res. – volume: 557 start-page: 157 year: 2018 end-page: 159 ident: bb0035 article-title: When will clinical trials finally reflect diversity? publication-title: Nature – year: 2005 ident: bb0065 publication-title: Methods in Community-Based Participatory Research for Health – year: 2022 ident: bb0010 article-title: CDC’s Health Equity Guiding Principles for Inclusive Communication [Internet] – volume: 75 start-page: 134 year: 2023 end-page: l ident: bb0005 article-title: Developing a structural intervention for outpatient mental health care: mapping vulnerability and privilege publication-title: APT – year: 1995 ident: bb0055 article-title: Improving survey questions: design and evaluation – start-page: 139 year: 1989 ident: bb0105 article-title: Demarginalizing the intersection of race and sex: a black feminist critique of antidiscrimination doctrine publication-title: Feminist Theory Antiracist Politics u. Chi. Legal f. – ident: bb0030 article-title: HL7 FHIR Realese 4 [Internet] – volume: 71 start-page: 109 year: 2020 ident: bb0090 article-title: Advancing LGBTQ health equity via human-centered design publication-title: Psychiatr. Serv. – volume: 8 start-page: 255 year: 2022 end-page: 266 ident: bb0060 article-title: Diversity and inclusion in genomic research: why the uneven progress? publication-title: J. Community Genet. – year: 2022 ident: bb0020 article-title: Write It Like You See It: Detectable Differences in Clinical Notes By Race Lead To Differential Model Recommendations – volume: 4 year: 2022 ident: bb0095 article-title: A call to action: using and extending human-centered design methodologies to improve mental and behavioral health equity publication-title: Front. Digit Health – volume: 17 start-page: 2036 year: 2023 end-page: 2043 ident: bb0085 article-title: Research methods from human-centered design: Potential applications in pharmacy and health services research publication-title: Res. Soc. Adm. Pharm. – volume: 326 start-page: 1795 year: 2022 ident: bb0015 article-title: Focusing on digital health equity publication-title: JAMA – year: 2023 ident: bb0050 publication-title: Linguistic Validation Manual for Patient Reported Outcomes(PRO) Instruments – volume: 18 year: 2022 ident: bb0045 article-title: Discrimination, trust, and withholding information from providers: implications for missing data and inequity publication-title: SSM Popul Health – volume: 383 start-page: 874 year: 2022 end-page: 882 ident: bb0040 article-title: Hidden in plain sight — reconsidering the use of race correction in clinical algorithms publication-title: N. Engl. J. Med. – ident: bb0025 article-title: HL7 Data Type Definition Standards – year: 2017 ident: bb0070 publication-title: Community-Based Participatory Research for Health: Advancing Social and Health Equity – volume: 26 start-page: 477 year: 2019 end-page: 505 ident: bb0100 article-title: Human-centered design for global health equity publication-title: Inf. Technol. Dev. – volume: 36 start-page: 1041 year: 2021 end-page: 1048 ident: bb0075 article-title: Approach to human-centered, evidence-driven adaptive design (AHEAD) for health care interventions: a proposed framework publication-title: J. Gen. Intern. Med. – volume: 71 start-page: 109 issue: 2 year: 2020 ident: 10.1016/j.cct.2023.107238_bb0090 article-title: Advancing LGBTQ health equity via human-centered design publication-title: Psychiatr. Serv. doi: 10.1176/appi.ps.71201 – start-page: 139 year: 1989 ident: 10.1016/j.cct.2023.107238_bb0105 article-title: Demarginalizing the intersection of race and sex: a black feminist critique of antidiscrimination doctrine publication-title: Feminist Theory Antiracist Politics u. Chi. Legal f. – volume: 8 start-page: 255 issue: 4 year: 2022 ident: 10.1016/j.cct.2023.107238_bb0060 article-title: Diversity and inclusion in genomic research: why the uneven progress? publication-title: J. Community Genet. doi: 10.1007/s12687-017-0316-6 – ident: 10.1016/j.cct.2023.107238_bb0025 – year: 2022 ident: 10.1016/j.cct.2023.107238_bb0010 – year: 2017 ident: 10.1016/j.cct.2023.107238_bb0070 – volume: 4 year: 2022 ident: 10.1016/j.cct.2023.107238_bb0095 article-title: A call to action: using and extending human-centered design methodologies to improve mental and behavioral health equity publication-title: Front. Digit Health doi: 10.3389/fdgth.2022.848052 – volume: 18 issue: 12 year: 2016 ident: 10.1016/j.cct.2023.107238_bb0080 article-title: IDEAS (integrate, design, assess, and share): a framework and toolkit of strategies for the development of more effective digital interventions to change health behavior publication-title: J. Med. Internet Res. doi: 10.2196/jmir.5927 – year: 2023 ident: 10.1016/j.cct.2023.107238_bb0050 – year: 2005 ident: 10.1016/j.cct.2023.107238_bb0065 – year: 1995 ident: 10.1016/j.cct.2023.107238_bb0055 – volume: 557 start-page: 157 issue: 7704 year: 2018 ident: 10.1016/j.cct.2023.107238_bb0035 article-title: When will clinical trials finally reflect diversity? publication-title: Nature doi: 10.1038/d41586-018-05049-5 – volume: 18 year: 2022 ident: 10.1016/j.cct.2023.107238_bb0045 article-title: Discrimination, trust, and withholding information from providers: implications for missing data and inequity publication-title: SSM Popul Health – volume: 383 start-page: 874 issue: 9 year: 2022 ident: 10.1016/j.cct.2023.107238_bb0040 article-title: Hidden in plain sight — reconsidering the use of race correction in clinical algorithms publication-title: N. Engl. J. Med. doi: 10.1056/NEJMms2004740 – volume: 17 start-page: 2036 issue: 12 year: 2023 ident: 10.1016/j.cct.2023.107238_bb0085 article-title: Research methods from human-centered design: Potential applications in pharmacy and health services research publication-title: Res. Soc. Adm. Pharm. doi: 10.1016/j.sapharm.2021.06.015 – ident: 10.1016/j.cct.2023.107238_bb0020 – ident: 10.1016/j.cct.2023.107238_bb0030 – volume: 326 start-page: 1795 issue: 18 year: 2022 ident: 10.1016/j.cct.2023.107238_bb0015 article-title: Focusing on digital health equity publication-title: JAMA doi: 10.1001/jama.2021.18459 – volume: 75 start-page: 134 issue: 3 year: 2023 ident: 10.1016/j.cct.2023.107238_bb0005 article-title: Developing a structural intervention for outpatient mental health care: mapping vulnerability and privilege publication-title: APT doi: 10.1176/appi.psychotherapy.20200057 – volume: 36 start-page: 1041 issue: 4 year: 2021 ident: 10.1016/j.cct.2023.107238_bb0075 article-title: Approach to human-centered, evidence-driven adaptive design (AHEAD) for health care interventions: a proposed framework publication-title: J. Gen. Intern. Med. doi: 10.1007/s11606-020-06451-4 – volume: 26 start-page: 477 issue: 3 year: 2019 ident: 10.1016/j.cct.2023.107238_bb0100 article-title: Human-centered design for global health equity publication-title: Inf. Technol. Dev. doi: 10.1080/02681102.2019.1667289 |
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Snippet | Embedded pragmatic clinical trials (ePCTs) are conducted during routine clinical care and have the potential to increase knowledge about the effectiveness of... AbstractEmbedded pragmatic clinical trials (ePCTs) are conducted during routine clinical care and have the potential to increase knowledge about the... |
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SubjectTerms | Bias Cardiovascular Community engagement Data Accuracy Electronic Health Records Health Equity Health literacy Health Promotion Hematology, Oncology, and Palliative Medicine Humans Patient-reported outcomes Social determinants of health |
Title | Equity and bias in electronic health records data |
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