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systems for aligning real-world health data to standards like OMOP CDM, FHIR, and UMLS Agent-based workflows that explain, refine, and adapt semantic mappings over time Hybrid architectures that combine
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momentum and serve as an agent for change and continuous improvement across patient care, teaching, and research settings. Critically, they must demonstrate transparency, a deep sense of professionalism
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