Development and expert evaluation of a culturally adapted large language model for Malay clinical history-taking simulation: mixed methods study

Noor Akmal Shareela Ismail, Ahmad Hathim Ahmad Azman, Azizah Zafira, Muhammad Faris Ahmad Faiz, Syahrul Sazliyana Shahahir, Ruslinda Mustafar, Chairozila Mohd Shamsuddin, Daing Zairi Ma’arof, Shahnorbanun Sahran

Open source

DOI
10.3389/fmed.2026.1895321
Published
2026-09-30
Container
Frontiers in Medicine
Publisher
Frontiers Media SA
Open access
unknown

Credibility signals

uncertain Score 64/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

Cite this work

BibTeX

@article{allodium:10.3389/fmed.2026.1895321,
  title = {Development and expert evaluation of a culturally adapted large language model for Malay clinical history-taking simulation: mixed methods study},
  author = {Noor Akmal Shareela Ismail and Ahmad Hathim Ahmad Azman and Azizah Zafira and Muhammad Faris Ahmad Faiz and Syahrul Sazliyana Shahahir and Ruslinda Mustafar and Chairozila Mohd Shamsuddin and Daing Zairi Ma’arof and Shahnorbanun Sahran},
  year = {2026},
  journal = {Frontiers in Medicine},
  doi = {10.3389/fmed.2026.1895321},
  url = {https://doi.org/10.3389/fmed.2026.1895321}
}

RIS

TY  - JOUR
TI  - Development and expert evaluation of a culturally adapted large language model for Malay clinical history-taking simulation: mixed methods study
AU  - Noor Akmal Shareela Ismail
AU  - Ahmad Hathim Ahmad Azman
AU  - Azizah Zafira
AU  - Muhammad Faris Ahmad Faiz
AU  - Syahrul Sazliyana Shahahir
AU  - Ruslinda Mustafar
AU  - Chairozila Mohd Shamsuddin
AU  - Daing Zairi Ma’arof
AU  - Shahnorbanun Sahran
PY  - 2026
JO  - Frontiers in Medicine
DO  - 10.3389/fmed.2026.1895321
UR  - https://doi.org/10.3389/fmed.2026.1895321
ER  - 

APA

Ismail, N. A. S., Azman, A. H. A., Zafira, A., Faiz, M. F. A., Shahahir, S. S., Mustafar, R., Shamsuddin, C. M., Ma’arof, D. Z., & Sahran, S. (2026). Development and expert evaluation of a culturally adapted large language model for Malay clinical history-taking simulation: mixed methods study. Frontiers in Medicine. https://doi.org/10.3389/fmed.2026.1895321

Source records