Author

Sui-Xing Zhong

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Open access Aug 2026

Machine Learning-Guided Personalized Immunochemotherapy Strategies in Intrahepatic Cholangiocarcinoma.

BACKGROUND & AIMS Immunochemotherapy (IO-chemo) has become standard care for patients with unresectable intrahepatic cholangiocarcinoma (iCCA), but benefit of adding IO varies greatly among individuals. We sought to develop a system to identify patients most likely to benefit from this treatment based on individualized...

Jun-Hao Mei, Kai Zhang, Ying Zhang et al. · JHEP Reports · 0 citations

Review Open access Jul 2026

Large language models in clinical and healthcare scenarios: a global informatics analysis

This paper conducts a comprehensive analysis of evaluation methods, deployment processes, and governance strategies for LLMs in the healthcare field, focusing on three key issues: model version drift, multilingual external validation, and prompt injection security governance.

Song-Bin Guo, Sui-Xing Zhong, Yixian Ma et al. · International Journal of Sur... · 0 citations