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Standardization of Clinical Progress Notes in Japan with FHIR.

Eizen Kimura1, Katsuhiko Nishino2, Masahiko Kimura3

  • 1Medical School of Ehime University.

Studies in Health Technology and Informatics
|May 17, 2025
PubMed
Summary

This study created a standard format for electronic health record progress notes to train large language models (LLMs). Significant differences were found between Japanese EMRs and the C-CDA on FHIR standard, highlighting the need for vendor-wide standardization efforts.

Keywords:
C-CDA on FHIRFHIRInteroperabilityProgress NoteTerminology

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Area of Science:

  • Medical Informatics
  • Natural Language Processing
  • Healthcare Standards

Background:

  • Electronic Medical Records (EMRs) are crucial for clinical documentation.
  • Standardizing progress notes is essential for interoperability and AI training.
  • Existing EMR structures may not align with international healthcare data standards.

Purpose of the Study:

  • To establish a standardized format for progress notes as a training dataset for LLMs.
  • To analyze the compatibility of Japanese EMRs with the Consolidated Clinical Document Architecture (C-CDA) on Fast Healthcare Interoperability Resources (FHIR).
  • To identify challenges in achieving progress note standardization in Japan.

Main Methods:

  • Reviewed existing clinical documentation guidelines.
  • Analyzed the structure of the EMR system at the Medical School of Ehime University.
  • Mapped Subjective, Objective, Assessment, and Plan (SOAP) sections to C-CDA sections.
  • Introduced a DocumentReference extension for handling attachments like DICOM images.

Main Results:

  • Successfully mapped EMR SOAP sections to C-CDA sections.
  • A DocumentReference extension was implemented for attachments.
  • Substantial discrepancies were identified between Japanese EMRs and C-CDA on FHIR.
  • The study underscored the need for multi-vendor analysis.

Conclusions:

  • A foundational step was taken towards creating LLM training data from EMRs.
  • Significant gaps exist between current Japanese EMR practices and the C-CDA on FHIR standard.
  • Further research involving multiple vendors is critical for advancing progress note standardization in Japan.