Peer-reviewedCC BYFrontiers in medicine16 Oct 2026

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

Noor Akmal Shareela Ismail¹
Ahmad Hathim Ahmad Azman¹
Azizah Zafira¹
Muhammad Faris Ahmad Faiz²
Syahrul Sazliyana Shahahir¹
Ruslinda Mustafar¹
Chairozila Mohd Shamsuddin³
Daing Zairi Ma’arof³
Shahnorbanun Sahran²

¹Faculty of Medicine, Universiti Kebangsaan Malaysia , ,
²Centre for Artificial Intelligence Technology (CAIT), Faculty of Information Technology, Universiti Kebangsaan Malaysia , , ,
³Faculty of Liberal Science, Universiti Kebangsaan Malaysia , , ,

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Cite

BibTeX

@article{ismail2026development,
  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},
  journal = {Frontiers in medicine},
  year = {2026},
  month = oct,
  url = {https://europepmc.org/article/PMC/PMC13661435},
  note = {CC BY},
}

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
DA  - 2026/10/16
JO  - Frontiers in medicine
UR  - https://europepmc.org/article/PMC/PMC13661435
SN  - 2296-858X
ER  -

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