Quality of Large Language Model-Generated MCQs Across Three Medical Disciplines: An Expert Rater-Based Comparison of Gemini, GPT-4 and Perplexity Pro

Nilesh Kumar Mitra, Thirupathirao Vishnumukkala, Thin Thin Win, Sasikala Devi Amirthalingam, Siew Kim Kwa, Gunasekar Thangarasu, Afshan Sumera, Skantha Kandiah

Open source

DOI
10.2147/amep.s618711
Published
2026-08
Container
Advances in Medical Education and Practice
Publisher
Informa UK Limited
Open access
unknown

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BibTeX

@article{allodium:10.2147/amep.s618711,
  title = {Quality of Large Language Model-Generated MCQs Across Three Medical Disciplines: An Expert Rater-Based Comparison of Gemini, GPT-4 and Perplexity Pro},
  author = {Nilesh Kumar Mitra and Thirupathirao Vishnumukkala and Thin Thin Win and Sasikala Devi Amirthalingam and Siew Kim Kwa and Gunasekar Thangarasu and Afshan Sumera and Skantha Kandiah},
  year = {2026},
  journal = {Advances in Medical Education and Practice},
  doi = {10.2147/amep.s618711},
  url = {https://doi.org/10.2147/amep.s618711}
}

RIS

TY  - JOUR
TI  - Quality of Large Language Model-Generated MCQs Across Three Medical Disciplines: An Expert Rater-Based Comparison of Gemini, GPT-4 and Perplexity Pro
AU  - Nilesh Kumar Mitra
AU  - Thirupathirao Vishnumukkala
AU  - Thin Thin Win
AU  - Sasikala Devi Amirthalingam
AU  - Siew Kim Kwa
AU  - Gunasekar Thangarasu
AU  - Afshan Sumera
AU  - Skantha Kandiah
PY  - 2026
JO  - Advances in Medical Education and Practice
DO  - 10.2147/amep.s618711
UR  - https://doi.org/10.2147/amep.s618711
ER  - 

APA

Mitra, N. K., Vishnumukkala, T., Win, T. T., Amirthalingam, S. D., Kwa, S. K., Thangarasu, G., Sumera, A., & Kandiah, S. (2026). Quality of Large Language Model-Generated MCQs Across Three Medical Disciplines: An Expert Rater-Based Comparison of Gemini, GPT-4 and Perplexity Pro. Advances in Medical Education and Practice. https://doi.org/10.2147/amep.s618711

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