PIRE: Interoperable Platform for Electronic Records

The interoperability of electronic health records in Colombia faces a critical gap between the regulatory mandates established by the Colombian regulatory framework and the actual technical capacity of healthcare institutions to implement them. This article presents PIRE (Electronic Records Interoperability Platform), an open-source architecture that demonstrates the viability of end-to-end FHIR systems in the Colombian context. The main objective was to develop a platform capable of integrating health data from biomedical devices into an FHIR server, preserving clinical semantics through LOINC terminologies. The methodology followed an iterative development approach, implementing a HAPI FHIR server on AWS, a normalization application in Flask, and clinical visualization modules aligned with the FHIR Core CO Implementation Guide. The Bioharness-3 device was used to capture metrics on heart rate, respiratory rate, activity, and posture. The platform achieved a data normalization latency of 104–438 ms per record and 100% semantic validation against the FHIR Core CO profiles, validating compliance with Colombian IHCE specifications. It is concluded that PIRE constitutes a reproducible reference model for healthcare institutions that wish to implement interoperability as a cost-effective solution.

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Publication Details

Journal
Computers
Published
2026-03-03
DOI
https://doi.org/10.3390/computers15030162
Primary Topic
Electronic Health Records Systems
Type
article
Field-Weighted Citation Impact
0.00

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article

PIRE: Interoperable Platform for Electronic Records

Norman Eduardo Jaimes Salazar, Juan Esteban Barbosa Posada, Leonardo Juan Ramirez Lopez
Computers
Electronic Health Records Systems
article

PIRE: Interoperable Platform for Electronic Records

Norman Eduardo Jaimes Salazar, Juan Esteban Barbosa Posada, Leonardo Juan Ramirez Lopez
article en

Abstract

The interoperability of electronic health records in Colombia faces a critical gap between the regulatory mandates established by the Colombian regulatory framework and the actual technical capacity of healthcare institutions to implement them. This article presents PIRE (Electronic Records Interoperability Platform), an open-source architecture that demonstrates the viability of end-to-end FHIR systems in the Colombian context. The main objective was to develop a platform capable of integrating health data from biomedical devices into an FHIR server, preserving clinical semantics through LOINC terminologies. The methodology followed an iterative development approach, implementing a HAPI FHIR server on AWS, a normalization application in Flask, and clinical visualization modules aligned with the FHIR Core CO Implementation Guide. The Bioharness-3 device was used to capture metrics on heart rate, respiratory rate, activity, and posture. The platform achieved a data normalization latency of 104–438 ms per record and 100% semantic validation against the FHIR Core CO profiles, validating compliance with Colombian IHCE specifications. It is concluded that PIRE constitutes a reproducible reference model for healthcare institutions that wish to implement interoperability as a cost-effective solution.

ComputersVol. 15(3)
Military University Nueva Granada (CO)
Universidad Militar Nueva Granada
Partnerships for the goals
Openalex Percentile: Top 36%
Electronic Health Records Systems
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PIRE: Interoperable Platform for Electronic Records — Norman Eduardo Jaimes Salazar, Juan Esteban Barbosa Posada, et al. · Computers (2026) | TGRS Research Map | TGRS