Author

Xuan-Qiao Lin

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Open access Oct 2026

Premyopia Progression and Low-Dose Atropine Intervention in Children with Unilateral Myopia.

PURPOSE To compare refractive progression between myopic and premyopic eyes within the same children and evaluate the potential role of low-dose atropine on premyopia progression. METHODS This 12-month randomized controlled trial enrolled children aged 4-12 years with one myopic and one premyopic eye. Participants we...

Chao-Ying Ye, Yu-Liang Wang, Yang-Fan Xu et al. · Current Eye Research · 0 citations

Review Open access Aug 2026

Comparative performance of contemporary multimodal large language models in retinal imaging question answering

These findings support continued benchmarking and cautious, specialist-supervised use of multimodal LLMs in retinal education and structured imaging question answering and indicate that retinal image interpretation remains a major limitation.

Xiao-Chen Gu, Yi-Zhou Yang, Xuan-Qiao Lin et al. · Frontiers in Medicine · 0 citations

#small language model Review Open access Sep 2026

Large language models for ophthalmic examination understanding: from information extraction to clinical decision support

Publicly available LLMs and MLLMs are evolving from report-parsing tools toward broader ophthalmic clinical assistants, but their use should follow a task-layered validation framework in which verification and human oversight increase with the clinical consequences of error.

Gang-Yi Wang, Xuan-Qiao Lin, Yi-Zhou Yang · Frontiers in Medicine · 0 citations