支援长者的端到端医疗紧急应变系统

Md. Akbar Hossain, S. K. Ray, Seyed Reza Shahamiri, M. D. Ahmed, G. Singh, Rose Arts
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引用次数: 0

摘要

本文提出了端到端医疗应急响应系统(EEMERS)的概念和初步设计,以支持和帮助社区独居老年人。该系统将邻居、朋友、家人等非正式照顾者与护理人员、救护车、医疗专业人员等传统正式照顾者相结合。在救护车或其他医疗服务到达之前,非正式护理人员作为医疗紧急情况的第一响应者来照顾病人。本文概述了EEMERS的不同模块,讨论了系统的技术细节和端到端流程。此外,选择最合适的非正式护理人员参加医疗紧急情况取决于一系列预先定义的情况,是EEMERS的重要组成部分。本文还讨论了基于逻辑回归、支持向量机、朴素贝叶斯三种机器学习算法的非正式照顾者选择的初步验证结果。最后,论文对系统的基本概念验证实现进行了简要概述。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An End-to-End Medical Emergency Response System to Support Elderly People
This paper proposes the concept and preliminary design of an end-to-end medical emergency response system (EEMERS) to support and help elderly people in the community who live alone. The system integrates the informal caregivers, like the neighbors, friends, and family, with the traditional formal caregivers, such as the paramedics, ambulance and medical professionals. The informal caregivers act as the first responders to attend a patient in case of a medical emergency situation before the arrival of an ambulance or other medical services. An overview of the different modules of the EEMERS, the technological details and the end-to-end process flow of the system are discussed in this work. Moreover, the selection of the most appropriate informal caregiver to attend a medical emergency situation depends on a list of pre-defined contexts and is an important part of EEMERS. This work also discusses the preliminary validation results of the informal caregiver selection based on three machine learning algorithms, namely, Logistic Regression, Support Vector Machine, Nave Bayes. Finally, the paper provides a brief overview of the basic proof-of-concept implementation of the system.
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