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Yi-Lei Zhao

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#small language model Open access Oct 2026

Application of large language models for assigning clear cell likelihood score v2.0 from free-text MRI reports: a feasibility study.

RATIONALE AND OBJECTIVES To evaluate the performance of four large language models (LLMs) for automated feature extraction and clear cell likelihood score version 2.0 (ccLS v2.0) assignment from free-text reports using a multi-step prompting strategy. MATERIALS AND METHODS This retrospective multicenter study include...

Yan-Ting Duan, Yi-Lei Zhao, Mao-Wei He et al. · 0 citations
Review Open access Sep 2026

Neurobiological mechanisms of 40‐Hz stimulation in Alzheimer's disease: evidence, heterogeneity, and constraints

This review synthesizes current evidence on the neurobiological mechanisms engaged by 40‐Hz stimulation in AD, including circuit‐, cellular‐, and system‐level processes underlying network dynamics, glial responses, and multi‐target biological effects, and proposes that future research should move toward mechanistic str...

Li-Na Qi, Wei-Ye Wang, Reema Abdullah et al. · 0 citations

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