Automated Evaluation Framework for AI-Generated Emergency Department Documentation: A Chain-of-Thought Validation Study
MEDIVAL demonstrates that progressive CoT strategies systematically enhance automated evaluation of emergency department documentation while maintaining high reproducibility. This offers a viable pre-screening tool for reducing expert workload while supporting reliable AI integration into emergency medicine workflows.
Authors
- Sejin Heo (ORCID: https://orcid.org/0000-0001-7387-4575)
- Hansol Chang (ORCID: https://orcid.org/0000-0002-2624-0008)
- Taerim Kim (ORCID: https://orcid.org/0000-0002-8149-1205)
- Minha Kim (ORCID: https://orcid.org/0000-0002-7178-0812)
- Jeong-Ho Seo (ORCID: https://orcid.org/0000-0003-1466-2139)
- Won Cul
- Dasol Choi
Institutions
- Yonsei University (KR)
- Samsung (South Korea) (KR)
- Samsung Medical Center (KR)
- Sungkyunkwan University (KR)
Publication Details
- Journal
- Clinical and Experimental Emergency Medicine
- Published
- 2025-12-02
- DOI
- https://doi.org/10.15441/ceem.25.153
- Primary Topic
- Artificial Intelligence in Healthcare and Education
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Samsung