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Dong Xu

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#small language model Open access Sep 2026

From zero-shot to fine-tuning: optimize large language models for error detection of ultrasound reports

It is demonstrated that task-specific fine-tuning enables open-source LLMs to rival proprietary LLMs and expert radiologists in Chinese ultrasound report error detection, offering a locally deployable and privacy-preserving, and regulation-compliant solution for enhancing reporting consistency and reducing diagnostic e...

Min Lai, Jin Zhang, Ya-Er Lv et al. · 0 citations
Open access Aug 2026

Accurate differentiation of metastatic and ultrasound-atypical reactive hyperplastic lymph nodes using a fusion model integrating ultrasound radiomics and habitatomics: A multicenter study.

The fusion model, integrating radiomic and habitat features, enables noninvasive suspicious lymph node prediction and may reduce unnecessary biopsies in low-risk patients and provide incremental value for individualized preoperative management by quantifying spatial characteristics.

Jiafei Shen, Zhiyan Jin, Xiaoxian Li et al. · 0 citations

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