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Development and implementation of an entity relationship diagram for perinatal data.

Publication ,  Journal Article
Stuebe, AM; Blanco, R; Horvath, M; Kibria, MG; Kucirka, L; Shieh, K; Page, D; Gurcan, MN; Ed Hammond, W
Published in: JAMIA Open
October 2025

OBJECTIVE: Severe maternal morbidity and mortality are higher in the United States than in other high-income countries, and unacceptable disparities persist. To facilitate research on these outcomes, we developed a standardized approach for extracting perinatal data from electronic health records (EHRs). MATERIALS AND METHODS: To support data model building and validation, we harmonized perinatal EHR data in a common data model, building on lessons learned from multiple prior projects. RESULTS: We developed an Entity Relationship Diagram (ERD) that aggregates perinatal EHR data at appropriate granularities (ie, mothers, infants, encounters) with indexing of observations to gestational age and time from delivery. We then developed a standard approach to extract, transform, and load pregnancy-related observations from EHRs for inclusion in PCORnet® Common Data Model tables. DISCUSSION: Our ERD can facilitate cross-institutional research to identify populations at risk and prompt interventions to improve perinatal outcomes. CONCLUSION: A structured approach can accelerate the use of EHR data for perinatal research.

Duke Scholars

Published In

JAMIA Open

DOI

EISSN

2574-2531

Publication Date

October 2025

Volume

8

Issue

5

Start / End Page

ooaf117

Location

United States

Related Subject Headings

  • 4203 Health services and systems
 

Citation

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Stuebe, A. M., Blanco, R., Horvath, M., Kibria, M. G., Kucirka, L., Shieh, K., … Ed Hammond, W. (2025). Development and implementation of an entity relationship diagram for perinatal data. JAMIA Open, 8(5), ooaf117. https://doi.org/10.1093/jamiaopen/ooaf117
Stuebe, Alison M., Randall Blanco, Michael Horvath, Mohammad Golam Kibria, Lauren Kucirka, Karl Shieh, David Page, Metin N. Gurcan, and William Ed Hammond. “Development and implementation of an entity relationship diagram for perinatal data.JAMIA Open 8, no. 5 (October 2025): ooaf117. https://doi.org/10.1093/jamiaopen/ooaf117.
Stuebe AM, Blanco R, Horvath M, Kibria MG, Kucirka L, Shieh K, et al. Development and implementation of an entity relationship diagram for perinatal data. JAMIA Open. 2025 Oct;8(5):ooaf117.
Stuebe, Alison M., et al. “Development and implementation of an entity relationship diagram for perinatal data.JAMIA Open, vol. 8, no. 5, Oct. 2025, p. ooaf117. Pubmed, doi:10.1093/jamiaopen/ooaf117.
Stuebe AM, Blanco R, Horvath M, Kibria MG, Kucirka L, Shieh K, Page D, Gurcan MN, Ed Hammond W. Development and implementation of an entity relationship diagram for perinatal data. JAMIA Open. 2025 Oct;8(5):ooaf117.
Journal cover image

Published In

JAMIA Open

DOI

EISSN

2574-2531

Publication Date

October 2025

Volume

8

Issue

5

Start / End Page

ooaf117

Location

United States

Related Subject Headings

  • 4203 Health services and systems