Accuracy of LLMs in medical education: evidence from a concordance test with medical teacher

The study provides an approach for assessing the accuracy of different LLMs. The study concludes that ChatGPT is far superior (70%) to other LLMs when asked medical questions across different specialties, while contrary to expectations, Gemini (50%) performed poorly. When compared with medical teachers, the low accuracy of LLMs suggests that general-purpose LLMs should be used with caution in medical education.

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Publication Details

Journal
BMC Medical Education
Published
2025-03-26
DOI
https://doi.org/10.1186/s12909-025-07009-w
Citations
16
Primary Topic
Reliability and Agreement in Measurement
Type
article
Field-Weighted Citation Impact
22.38
Controls
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article

Accuracy of LLMs in medical education: evidence from a concordance test with medical teacher

Yotam Lurie, Vinaytosh Mishra, Shlomo Mark
16 citations
BMC Medical Education
Reliability and Agreement in Measurement
22.38
article

Accuracy of LLMs in medical education: evidence from a concordance test with medical teacher

Yotam Lurie, Vinaytosh Mishra, Shlomo Mark
article en
16 citations

Abstract

The study provides an approach for assessing the accuracy of different LLMs. The study concludes that ChatGPT is far superior (70%) to other LLMs when asked medical questions across different specialties, while contrary to expectations, Gemini (50%) performed poorly. When compared with medical teachers, the low accuracy of LLMs suggests that general-purpose LLMs should be used with caution in medical education.

BMC Medical EducationVol. 25(1)
Ben-Gurion University of the Negev (IL), Gulf Medical University (AE), Sami Shamoon College of Engineering (IL), Datta Meghe Institute of Higher Education and Research (IN)
Openalex Percentile: Top 1%
Reliability and Agreement in Measurement
22.38
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Accuracy of LLMs in medical education: evidence from a concordance test with medical teacher — Yotam Lurie, Vinaytosh Mishra, et al. · BMC Medical Education (2025) | TGRS Research Map | TGRS