Evaluating the competence of large language models in ophthalmology clinical practice: a multi-scenario quantitative study

This study innovatively evaluates LLMs in ophthalmic practice. Gemini 1.5 Flash excels in generating accurate clinical content and engaging with patients, whereas Claude 3 Opus demonstrates exceptional clinical reasoning and readability of text. Findings validate LLMs' clinical potential while providing evidence-based selection criteria for ophthalmic AI applications. The results establish practical foundations for optimizing ophthalmic AI model development and systematically constructing intelligent ophthalmic hospital systems.

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Publication Details

Journal
Frontiers in Cell and Developmental Biology
Published
2025-12-02
DOI
https://doi.org/10.3389/fcell.2025.1704762
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
0.00

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article

Evaluating the competence of large language models in ophthalmology clinical practice: a multi-scenario quantitative study

Yulin Li, Guangyu Li, Minchen Wei, Shu-Yan Liu
Frontiers in Cell and Developmental Biology
Artificial Intelligence in Healthcare and Education
article

Evaluating the competence of large language models in ophthalmology clinical practice: a multi-scenario quantitative study

Yulin Li, Guangyu Li, Minchen Wei, Shu-Yan Liu
article en

Abstract

This study innovatively evaluates LLMs in ophthalmic practice. Gemini 1.5 Flash excels in generating accurate clinical content and engaging with patients, whereas Claude 3 Opus demonstrates exceptional clinical reasoning and readability of text. Findings validate LLMs' clinical potential while providing evidence-based selection criteria for ophthalmic AI applications. The results establish practical foundations for optimizing ophthalmic AI model development and systematically constructing intelligent ophthalmic hospital systems.

Frontiers in Cell and Developmental BiologyVol. 13
First Bethune Hospital of Jilin University (CN)
National Natural Science Foundation of China
Openalex Percentile: Top 68%
Artificial Intelligence in Healthcare and Education
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