Author

Na-Na Peng

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Open access Aug 2026

Machine learning quantifies immuno-virological interactions: a TRIPOD+AI compliant prediction model for HIV-1 salvage therapy outcomes

Background The management of multidrug-resistant HIV-1 in patients experiencing virologic failure remains a critical clinical challenge. Traditional linear scoring systems often fail to adequately capture the complex evolutionary dynamics between the virus, host immunity, and antiretroviral regimens. This study aims to...

De-Fu Yuan, Yang-Yang Liu, Shan-Shan Liu et al. · Frontiers in Immunology · 0 citations

Review Open access Jul 2026

Artificial Intelligence and Generative Models in Hepatology: From Large Language Models to Digital Pathology in Liver Disease Diagnosis and Treatment.

This narrative review examines the transition from task-specific discrimination AI to large language models (LLMs), multimodal foundation models, and agentic AI, and outlines the future directions for safe AI model deployment based on multimodal foundation models, prospective and federated evaluation, lifecycle governa...

Na-Na Peng, Mary Yue Wang, S. J. Song et al. · Clinical and Molecular Hepat... · 0 citations