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Assessing Electronic Health Record-Derived Outcomes in a Pragmatic Weight Gain Prevention Trial: Effects, Variability, and Implications for Future Trials.

Publication ,  Journal Article
Miller, HN; Gallis, JA; Askew, S; Lee, A; Berger, MB; Kay, MC; Egger, JR; Bennett, GG
Published in: The Journal of cardiovascular nursing
March 2026

Electronic health record (EHR) outcome ascertainment may introduce challenges if measurements are inconsistently or infrequently captured.To evaluate the effects of the "Balance" intervention on EHR-derived secondary/exploratory outcomes and assess outcome frequency, timing, and variability.Balance was a 2-arm, 12-month pragmatic randomized trial of a digital weight gain prevention intervention (N = 443). Cardiometabolic outcomes (eg, blood pressure, hemoglobin A1c, triglycerides, and total cholesterol) were extracted from the EHR and analyzed using linear mixed models.The intervention arm (n = 223) had lower systolic (-3.4 mm Hg, 95% confidence interval [CI]: -6.7 to -0.2) and diastolic blood pressure (-2.4 mm Hg, 95% CI: -4.3 to -0.6) at 6 months. Effects attenuated by 12 and 24 months. Other outcomes showed no significant differences. Blood pressure was measured 11.9 times per participant, 4.2 months apart. Other outcomes were measured 12 to 17.4 months apart. Variability averaged 1.0 standardized units.Trials using EHR data should account for data variability and sparsity in trial planning, implementation, and analysis.

Duke Scholars

Published In

The Journal of cardiovascular nursing

DOI

EISSN

1550-5049

ISSN

0889-4655

Publication Date

March 2026

Volume

41

Issue

2

Start / End Page

E57 / E62

Related Subject Headings

  • Weight Gain
  • Obesity
  • Nursing
  • Middle Aged
  • Male
  • Humans
  • Female
  • Electronic Health Records
  • Blood Pressure
  • Adult
 

Citation

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ICMJE
MLA
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Miller, H. N., Gallis, J. A., Askew, S., Lee, A., Berger, M. B., Kay, M. C., … Bennett, G. G. (2026). Assessing Electronic Health Record-Derived Outcomes in a Pragmatic Weight Gain Prevention Trial: Effects, Variability, and Implications for Future Trials. The Journal of Cardiovascular Nursing, 41(2), E57–E62. https://doi.org/10.1097/jcn.0000000000001281
Miller, Hailey N., John A. Gallis, Sandy Askew, Ashauna Lee, Miriam B. Berger, Melissa C. Kay, Joseph R. Egger, and Gary G. Bennett. “Assessing Electronic Health Record-Derived Outcomes in a Pragmatic Weight Gain Prevention Trial: Effects, Variability, and Implications for Future Trials.The Journal of Cardiovascular Nursing 41, no. 2 (March 2026): E57–62. https://doi.org/10.1097/jcn.0000000000001281.
Miller HN, Gallis JA, Askew S, Lee A, Berger MB, Kay MC, et al. Assessing Electronic Health Record-Derived Outcomes in a Pragmatic Weight Gain Prevention Trial: Effects, Variability, and Implications for Future Trials. The Journal of cardiovascular nursing. 2026 Mar;41(2):E57–62.
Miller, Hailey N., et al. “Assessing Electronic Health Record-Derived Outcomes in a Pragmatic Weight Gain Prevention Trial: Effects, Variability, and Implications for Future Trials.The Journal of Cardiovascular Nursing, vol. 41, no. 2, Mar. 2026, pp. E57–62. Epmc, doi:10.1097/jcn.0000000000001281.
Miller HN, Gallis JA, Askew S, Lee A, Berger MB, Kay MC, Egger JR, Bennett GG. Assessing Electronic Health Record-Derived Outcomes in a Pragmatic Weight Gain Prevention Trial: Effects, Variability, and Implications for Future Trials. The Journal of cardiovascular nursing. 2026 Mar;41(2):E57–E62.

Published In

The Journal of cardiovascular nursing

DOI

EISSN

1550-5049

ISSN

0889-4655

Publication Date

March 2026

Volume

41

Issue

2

Start / End Page

E57 / E62

Related Subject Headings

  • Weight Gain
  • Obesity
  • Nursing
  • Middle Aged
  • Male
  • Humans
  • Female
  • Electronic Health Records
  • Blood Pressure
  • Adult