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Published on in Vol 28 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/95877, first published .
Nurse reviewing patient data on dual computer monitors in a medical office

Assessing Eligibility for Anticancer Drug Health Insurance Reimbursement Using Large Language Models: Benchmark Development and Comparative Study

Assessing Eligibility for Anticancer Drug Health Insurance Reimbursement Using Large Language Models: Benchmark Development and Comparative Study

Authors of this article:

Junhyuk Seo1 Author Orcid Image ;   Taerim Kim1, 2, 3 Author Orcid Image ;   Ju-Hyun Kim4 Author Orcid Image

Junhyuk Seo   1 * , RN, MS ;   Taerim Kim   1, 2, 3 * , MD, PhD ;   Ju-Hyun Kim   4 , MD, PhD

1 Healthcare Research Institute, ETOILE Inc, Seoul, Republic of Korea

2 Department of Digital Health, Samsung Advanced Institute of Health Sciences and Technology (SAIHST), Sungkyunkwan University, Seoul, Republic of Korea

3 Department of Emergency Medicine, Sungkyunkwan University School of Medicine, Samsung Medical Center, Seoul, Republic of Korea

4 Department of Obstetrics and Gynecology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea

*these authors contributed equally

Corresponding Author:

  • Ju-Hyun Kim, MD, PhD
  • Department of Obstetrics and Gynecology
  • University of Ulsan College of Medicine, Asan Medical Center
  • 88, Olympic-ro 43-gil, Songpa-gu
  • Seoul 05505
  • Republic of Korea
  • Phone: 82 10-9668-6227
  • Email: smilekako@naver.com