与人工智能驱动的自动注射器的主要功能相关的风险和好处
1Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
Frontiers in medical technology
|April 22, 2024
概括
传统的自动注射器有很高的故障和受伤率. 人工智能 (AI) 驱动的自动注射器提供了改进的功能,但引入了需要强大的管理框架的新风险.
科学领域:
- 医疗设备工程 医疗设备工程
- 监管科学 监管科学
- 医疗保健中的人工智能
背景情况:
- 自动注射器对于患者的药物输送至关重要,ISO 11608-1:2022等标准指导其设计和功能.
- 美国食品和药物管理局的产品代码KZH对自动注射器进行了分类,确保它们符合安全性和有效性标准.
- 当前的自动注射器技术面临着与可靠性和患者报告的问题相关的挑战.
研究的目的:
- 根据ISO 11608-1:2022对自动注射器的主要功能进行评估.
- 调查当前自动注射器技术中的风险,并评估人工智能驱动的自动注射器.
- 为人工智能增强的自动注射器提出一个风险减轻框架.
主要方法:
- 对500个医疗器械报告事件的分析 (FDA数据库,产品代码KZH,2008-2023).
- 对报告的故障和受伤的统计频率分析.
- 纳入FDA,英国,欧盟委员会法规和ISO标准.
主要成果:
- 在500个事件中,有188个事件被证实是与自动注射器相关的;没有一个具有AI能力.
- 传统的自动注射器显示了72%的故障和26%的受伤.
- 设备问题 (45%) 和患者问题,如错过剂量 (10%) 是主要关注的问题.
结论:
- 传统的自动注射器需要加强质量控制和设计改进.
- 人工智能自动注射器存在网络安全和软件风险,需要全面的风险管理框架.
- 人工智能集成承诺增强功能,实时监控和个性化医疗治疗.
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