Feasibility of a Specialized Large Language Model for Postgraduate Medical Examination Preparation: Single-Center Proof-Of-Concept Study

PASS demonstrated strong user acceptance and grading reliability, suggesting feasibility in high-stakes examination preparation. Experienced learners could identify major hallucinations at comparable rates to examiners, suggesting potential in self-directed learning but with continued need for caution. Further research should refine grading accuracy and explore multicenter evaluation of specialized LLMs for postgraduate medical education.

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Publication Details

Journal
JMIR Formative Research
Published
2025-12-03
DOI
https://doi.org/10.2196/77580
Citations
1
Primary Topic
Innovations in Medical Education
Type
article
Field-Weighted Citation Impact
1.88
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article

Feasibility of a Specialized Large Language Model for Postgraduate Medical Examination Preparation: Single-Center Proof-Of-Concept Study

Yun Hao Leong, Sui An Lie, Yuhe Ke, Victoria Yu Jia Tay et al.
1 citations
JMIR Formative Research
Innovations in Medical Education
1.88
article

Feasibility of a Specialized Large Language Model for Postgraduate Medical Examination Preparation: Single-Center Proof-Of-Concept Study

Yun Hao Leong, Sui An Lie, Yuhe Ke, Victoria Yu Jia Tay, Lathiga Nambiar
article en
1 citations

Abstract

PASS demonstrated strong user acceptance and grading reliability, suggesting feasibility in high-stakes examination preparation. Experienced learners could identify major hallucinations at comparable rates to examiners, suggesting potential in self-directed learning but with continued need for caution. Further research should refine grading accuracy and explore multicenter evaluation of specialized LLMs for postgraduate medical education.

JMIR Formative ResearchVol. 9
Singapore General Hospital (SG), Sengkang General Hospital (SG)
Openalex Percentile: Top 10%
Innovations in Medical Education
1.88
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Feasibility of a Specialized Large Language Model for Postgraduate Medical Examination Preparation: Single-Center Proof-Of-Concept Study — Yun Hao Leong, Sui An Lie, et al. · JMIR Formative Research (2025) | TGRS Research Map | TGRS