Home Health System Deployment Experience for Geriatric Care Remote Monitoring
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arXiv
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| Auteurs principaux: | , , , , |
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| Format: | Preprint |
| Publié: |
2026
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| _version_ | 1866915753021669376 |
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| author | Lee, Dong Yoon Weakley, Alyssa Wei, Hui Cardona, Daniel Pan, Shijia |
| author_facet | Lee, Dong Yoon Weakley, Alyssa Wei, Hui Cardona, Daniel Pan, Shijia |
| contents | 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. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2601_17608 |
| institution | arXiv |
| publishDate | 2026 |
| record_format | arxiv |
| spellingShingle | Home Health System Deployment Experience for Geriatric Care Remote Monitoring Lee, Dong Yoon Weakley, Alyssa Wei, Hui Cardona, Daniel Pan, Shijia Human-Computer Interaction Sound Systems and Control Audio and Speech Processing J.3 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. |
| title | Home Health System Deployment Experience for Geriatric Care Remote Monitoring |
| topic | Human-Computer Interaction Sound Systems and Control Audio and Speech Processing J.3 |
| url | https://arxiv.org/abs/2601.17608 |