基于老人四维健康框架，构建隐私保护的远程监测系统。
Home Health System Deployment Experience for Geriatric Care Remote Monitoring
- 以老人四维健康（认知、行动、用药、重要事项）为指导，迭代优化软硬件与界面。
- 通过大模型辅助实现即插即用、隐私保护与实时活动监测的平衡。
- 适合关注居家养老、远程照护系统的开发者与医疗科技研究者。
为支持老年人居家养老，成年子女常需远程照护父母。这些非正式照护者希望获得无需配置、保护隐私的持续监测方案，能实现实时活动监控并提供直观可操作的信息。本文总结了三次远程监测系统部署的经验，展示了在硬件、建模和用户界面方面，基于老人四维健康框架（Matters Most, Mentation, Mobility, Medication）的迭代改进。开发了一种大语言模型辅助的解决方案，有效平衡用户体验（隐私保护、即插即用）与系统性能。该系统在实际应用中提升了照护效率与数据可用性。
原文摘要 · Abstract (English)
To support aging-in-place, adult children often provide care to their aging parents from a distance. These informal caregivers desire plug-and-play remote care solutions for privacy-preserving continuous monitoring that enabling real-time activity monitoring and intuitive, actionable information. This short paper presents insights from three iterations of deployment experience for remote monitoring system and the iterative improvement in hardware, modeling, and user interface guided by the Geriatric 4Ms framework (matters most, mentation, mobility, and medication). An LLM-assisted solution is developed to balance user experience (privacy-preserving, plug-and-play) and system performance.
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