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Federated Multi-Agent Architecture for Harmonizing Public Health Datasets into OMOP and FHIR Standards
Francisco Lozano1, Julia Sánchez Esquivel1, Sergio Paraíso-Medina1
1Biomedical Informatics Group, DIA & DLSIIS, Facultad de Informática, Universidad Politécnica de Madrid, Campus de Montegancedo S/N, Madrid, Spain.
Abstract:
This study presents a federated system developed within the SHIELD project, part of Horizon Europe's effort to reduce non-communicable diseases. It integrates retrospective and prospective clinical data using LLM-based multi-agent systems for automated ETL and natural language querying. Harmonization of MIMIC-IV, ELSA, and synthetic data into OMOP CDM and FHIR enabled validation. Results show high mapping accuracy and demonstrate the feasibility of scalable and interoperable data integration supporting clinical decision-making.
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