3.8 Review

Requirements for Trustworthy Artificial Intelligence and its Application in Healthcare

期刊

HEALTHCARE INFORMATICS RESEARCH
卷 29, 期 4, 页码 315-322

出版社

KOREAN SOC MEDICAL INFORMATICS
DOI: 10.4258/hir.2023.29.4.315

关键词

Artificial Intelligence; Machine Learning; Healthcare Disparity; Trust; Guideline

向作者/读者索取更多资源

This review explores the requirements for trustworthy medical artificial intelligence (AI), including explainability, fairness, privacy protection, and robustness. The study reveals the need for further development of technology and evaluation methods in order to enhance explainability and fairness. Additionally, advancements in privacy protection and defense against adversarial attacks are necessary.
Objectives: Artificial intelligence (AI) technologies are developing very rapidly in the medical field, but have yet to be actively used in actual clinical settings. Ensuring reliability is essential to disseminating technologies, necessitating a wide range of research and subsequent social consensus on requirements for trustworthy AI. Methods: This review divided the requirements for trustworthy medical AI into explainability, fairness, privacy protection, and robustness, investigated research trends in the literature on AI in healthcare, and explored the criteria for trustworthy AI in the medical field. Results: Explainability provides a basis for determining whether healthcare providers would refer to the output of an AI model, which requires the further development of explainable AI technology, evaluation methods, and user interfaces. For AI fairness, the primary task is to identify evaluation metrics optimized for the medical field. As for privacy and robustness, further development of technologies is needed, especially in defending training data or AI algorithms against adversarial attacks. Conclusions: In the future, detailed standards need to be established according to the issues that medical AI would solve or the clinical field where medical AI would be used. Furthermore, these criteria should be reflected in AI-related regulations, such as AI development guidelines and approval processes for medical devices.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

3.8
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据