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<p>Proven protocols remain isolated inside institutions because EHR systems cannot understand each other’s data semantically. Current data models each advance semantic interoperability, but none fully solves the problem of cross-institutional protocol portability. The authors suggest that large language models can translate data across systems using existing data model frameworks as “clinical constitutions” to achieve interoperability without universal standards.</p>

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Large Language Models for Semantic Interoperability in Value-Based Perioperative Care

  • 期刊论文

  • 发表日期：

    2026年5月14日

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  • Seshadri C. Mudumbai,
  • Vikas N. O’Reilly-Shah,
  • Lichy Han,
  • Brian S. Rothman

摘要

Proven protocols remain isolated inside institutions because EHR systems cannot understand each other’s data semantically. Current data models each advance semantic interoperability, but none fully solves the problem of cross-institutional protocol portability. The authors suggest that large language models can translate data across systems using existing data model frameworks as “clinical constitutions” to achieve interoperability without universal standards.