{"title":"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","authors":"Yuanyuan Shen, Md. Akbar Hossain, S. K. Ray","doi":"10.1109/ISCC53001.2021.9631389","DOIUrl":null,"url":null,"abstract":"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.","PeriodicalId":270786,"journal":{"name":"2021 IEEE Symposium on Computers and Communications (ISCC)","volume":"72 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-09-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Supporting Elderly People During Medical Emergencies: An Informal Caregiver-based Approach\",\"authors\":\"Yuanyuan Shen, Md. Akbar Hossain, S. K. Ray\",\"doi\":\"10.1109/ISCC53001.2021.9631389\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"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.\",\"PeriodicalId\":270786,\"journal\":{\"name\":\"2021 IEEE Symposium on Computers and Communications (ISCC)\",\"volume\":\"72 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-09-05\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE Symposium on Computers and Communications (ISCC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ISCC53001.2021.9631389\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE Symposium on Computers and Communications (ISCC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ISCC53001.2021.9631389","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.