Considerations for Patient Privacy of Large Language Models in Health Care: Scoping Review

We propose comprehensive recommendations across 3 phases-study design, implementation, and reporting-to strengthen patient privacy protection and transparency in PHI-LLM. This study emphasizes the urgent need for the development of stricter regulatory frameworks and the adoption of advanced privacy protection technologies to effectively safeguard PHI. It is anticipated that future applications of LLMs in the health care field will achieve a balance between innovation and robust patient privacy protection, thereby enhancing ethical standards and scientific credibility.

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Publication Details

Journal
Journal of Medical Internet Research
Published
2025-11-21
DOI
https://doi.org/10.2196/76571
Citations
3
Primary Topic
Artificial Intelligence in Healthcare and Education
Type
article
Field-Weighted Citation Impact
1.96
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article

Considerations for Patient Privacy of Large Language Models in Health Care: Scoping Review

Hongcai Shang, Dongdong Yu, Xiaoying Zhong, Liangzhen You et al.
3 citations
Journal of Medical Internet Research
Artificial Intelligence in Healthcare and Education
1.96
article

Considerations for Patient Privacy of Large Language Models in Health Care: Scoping Review

Hongcai Shang, Dongdong Yu, Xiaoying Zhong, Liangzhen You, Chen Zhao, Shi-Jia Wang, Siyi Li, Long Ge
article en
3 citations

Abstract

We propose comprehensive recommendations across 3 phases-study design, implementation, and reporting-to strengthen patient privacy protection and transparency in PHI-LLM. This study emphasizes the urgent need for the development of stricter regulatory frameworks and the adoption of advanced privacy protection technologies to effectively safeguard PHI. It is anticipated that future applications of LLMs in the health care field will achieve a balance between innovation and robust patient privacy protection, thereby enhancing ethical standards and scientific credibility.

Journal of Medical Internet ResearchVol. 27
Guangzhou University of Chinese Medicine (CN), Beijing University of Chinese Medicine (CN), Chinese Academy of Medical Sciences & Peking Union Medical College (CN), Dongzhimen Hospital Affiliated to Beijing University of Chinese Medicine (CN), Lanzhou University (CN)
Openalex Percentile: Top 10%
Artificial Intelligence in Healthcare and Education
1.96
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