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Investigating the Use of the Fast Health Care Interoperability Resources (FHIR) Standard to Support Data Activities Across the PCORnet® Infrastructure: Lessons Learned From the FHIR Pilots of the Coordinating Center for PCORnet®.

Publication ,  Journal Article
Marsolo, K; Louzao, D; Hart, K; Shrader, P; Hawley, J; Delacqua, F; Thomas, E; Wick, J; Chamberlain, AM; Jones, WS; Rothman, R; Harris, PA; Cheng, AC
Published in: Med Care
February 1, 2026

BACKGROUND: Institutions that participate in PCORnet® transform their local electronic health record (EHR) data into the PCORnet® Common Data Model (CDM), which is then used to generate data extracts for PCORnet® Studies. PCORnet® Studies can also include institutions that do not participate in PCORnet, and for these organizations, the cost of instantiating a PCORnet® CDM can be prohibitive. Fast Health care Interoperability Resources (FHIR) provides an alternative method of obtaining EHR data. OBJECTIVE: To determine whether data obtained through FHIR might be a viable study solution for those sites that do not participate in PCORnet.® This mixed-methods project had 2 objectives: (1) survey sites participating in PCORnet on the availability of FHIR (FHIR survey); (2) compare the coverage of a FHIR-based data extract using REDCap with one from the PCORnet® CDM across 3 sites (FHIR extract). METHODS: (1) FHIR survey: A series of questions were asked about the use of FHIR in a production capacity. (2) FHIR extract: REDCap FHIR and PCORnet® CDM extracts were created based on study variables from 2 prior PCORnet® Studies. Data were extracted for 40 patients and concordance measures were computed between the 2 sources. RESULTS: (1) FHIR survey: Of responding organizations, 73% (n=49) reported that FHIR was deployed in a production capacity. (2) FHIR extract: Results were highly variable. Cohen kappa ranged from 0.01 to 0.76 for certain diagnoses, 0.24 to 0.84 for laboratory results, and 0.1 to 0.87 for medications. CONCLUSIONS: Despite differences in data, certain studies may be well-suited for FHIR-based extracts.

Duke Scholars

Published In

Med Care

DOI

EISSN

1537-1948

Publication Date

February 1, 2026

Volume

64

Issue

2S Suppl 3

Start / End Page

S233 / S241

Location

United States

Related Subject Headings

  • Pilot Projects
  • Humans
  • Health Policy & Services
  • Health Information Interoperability
  • Electronic Health Records
  • 4407 Policy and administration
  • 4203 Health services and systems
  • 3801 Applied economics
  • 1402 Applied Economics
  • 1117 Public Health and Health Services
 

Citation

APA
Chicago
ICMJE
MLA
NLM
Marsolo, K., Louzao, D., Hart, K., Shrader, P., Hawley, J., Delacqua, F., … Cheng, A. C. (2026). Investigating the Use of the Fast Health Care Interoperability Resources (FHIR) Standard to Support Data Activities Across the PCORnet® Infrastructure: Lessons Learned From the FHIR Pilots of the Coordinating Center for PCORnet®. Med Care, 64(2S Suppl 3), S233–S241. https://doi.org/10.1097/MLR.0000000000002236
Marsolo, Keith, Darcy Louzao, Kim Hart, Peter Shrader, Jeffrey Hawley, Francesco Delacqua, Ellis Thomas, et al. “Investigating the Use of the Fast Health Care Interoperability Resources (FHIR) Standard to Support Data Activities Across the PCORnet® Infrastructure: Lessons Learned From the FHIR Pilots of the Coordinating Center for PCORnet®.Med Care 64, no. 2S Suppl 3 (February 1, 2026): S233–41. https://doi.org/10.1097/MLR.0000000000002236.
Marsolo K, Louzao D, Hart K, Shrader P, Hawley J, Delacqua F, Thomas E, Wick J, Chamberlain AM, Jones WS, Rothman R, Harris PA, Cheng AC. Investigating the Use of the Fast Health Care Interoperability Resources (FHIR) Standard to Support Data Activities Across the PCORnet® Infrastructure: Lessons Learned From the FHIR Pilots of the Coordinating Center for PCORnet®. Med Care. 2026 Feb 1;64(2S Suppl 3):S233–S241.

Published In

Med Care

DOI

EISSN

1537-1948

Publication Date

February 1, 2026

Volume

64

Issue

2S Suppl 3

Start / End Page

S233 / S241

Location

United States

Related Subject Headings

  • Pilot Projects
  • Humans
  • Health Policy & Services
  • Health Information Interoperability
  • Electronic Health Records
  • 4407 Policy and administration
  • 4203 Health services and systems
  • 3801 Applied economics
  • 1402 Applied Economics
  • 1117 Public Health and Health Services