Author

Ming-Zhao Xiao

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Open access Oct 2026

Perceived barriers and facilitators to medical students participating in volunteer services for older adults with disabilities: a qualitative descriptive study

With global aging accelerating, volunteer services have become a cornerstone for sustaining care for older adults with disabilities (older adults aged 60 and above with age-related functional limitations). Medical students play a unique role in this system due to their professional competencies. However, they encou...

Tong Liu, Run-Li Yang, Hui Dong et al. · Frontiers in Public Health · 0 citations

Review Open access Jan 2026

An Evaluation Framework for Large Language Models in Clinical Nursing: A Scoping Review and Expert Consultation

The findings provide nursing managers with a structured reference for identifying core evaluation dimensions, interpreting evidence, and planning the evaluation and deployment of nursing‐specific LLM applications.

Ying-Zhuo Ma, Shang-Qin Liu, Jing-Yan Song et al. · Journal of Nursing Managemen... · 0 citations

Open access Aug 2026

Tailored behavioral personas of large language model use among Chinese nursing students: A qualitative study.

Multiple factors shape nursing students' diverse patterns of interaction with large language models, and future interventions should be tailored to these specific personas to mitigate the risks of cognitive outsourcing and foster the responsible integration of large language models into nursing education.

Ying-Zhuo Ma, Xinyi Zhao, Guo-Song Li et al. · International Journal of Nur... · 0 citations