在医疗紧急情况下支持老年人:以非正式护理人员为基础的方法

Yuanyuan Shen, Md. Akbar Hossain, S. K. Ray
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引用次数: 1

摘要

在全球范围内,越来越多的老年人自愿或被迫独自在家生活,其中许多人有健康问题。在涉及独居老人的医疗紧急情况下,及时获得正式的医疗援助,如呼叫救护车或护理人员,是至关重要的。此外,救护车也可能迟到,增加了病人的痛苦。在这种情况下,非正式的护理人员甚至可以在救护车到达之前作为第一响应者来照顾病人。选择合适的非正式照顾者参加医疗紧急事件仍然是一个关键问题,本文提出了一个基于非正式照顾者的某些预定义特征的非正式照顾者选择过程。在这项工作中,考虑了单一和集成多类分类算法来对非正式照顾者进行排名,初步的仿真结果表明,集成模型比单个模型表现得更好。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Supporting Elderly People During Medical Emergencies: An Informal Caregiver-based Approach
Globally, an increasing number of elderly people live alone at home either by choice or out of compulsion, and many have health issues. During a medical emergency involving an elderly person living alone, getting prompt access to formal medical aids like calling an ambulance or paramedics can be critical. Moreover, an ambulance can also arrive late adding to the patient's suffering. In such situations, informal caregivers can act as first responders to attend to the patients even before an ambulance arrives. The selection of appropriate informal caregivers to attend a medical emergency incident remains a key issue and this paper proposes an informal caregiver selection process based on certain pre-defined characteristics of informal caregivers. Single and ensemble multiclass classification algorithms are considered in this work to rank informal caregivers and preliminary simulation results have shown that ensemble models perform better than single models.
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