对医疗成像中可靠的人工智能方法的审查:未来人工智能指南
IEEE journal of biomedical and health informatics
|September 29, 2025
概括
未来人工智能指南为医疗保健中可靠的人工智能 (AI) 提供了六个原则. 本文详细介绍了如何将这些AI指南应用于医学成像,确保安全可靠的临床使用.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 医疗保健技术 技术 医疗保健 技术
背景情况:
- 人工智能 (AI) 正在医学成像领域迅速发展,为重建,细分,诊断和治疗规划提供解决方案.
- 尽管AI具有潜力,但人们仍然对其复杂性,不透明性和临床环境中的可信度存在担忧.
研究的目的:
- 实例化FUTURE-AI指南对医疗成像领域可靠人工智能的建议.
- 为在医学成像中实施AI生命周期管理提供实际指导和指标.
主要方法:
- 建立了基于六个原则的FUTURE-AI准则:公平性,普遍性,可追溯性,可用性,稳定性和可解释性 (FUTURE-E).
- 在涵盖整个人工智能生命周期的建议上达成国际共识:设计,开发,验证,监管,部署和监测.
主要成果:
- 针对医学成像应用的FUTURE-AI建议的详细实例化.
- 提供了当前最佳实践,准则和具体指标的概述,以满足AI可信度标准.
结论:
- 该论文为国际医学成像社区提供了宝贵的资源,以提高AI的可信度.
- 这些指南的实施在临床实践中促进了更安全,更可靠和更易于理解的AI工具.
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