Analyzing Informal Caregiving Expression in Social Media

Reda Al-Bahrani, M. Danilovich, W. Liao, A. Choudhary, Ankit Agrawal
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引用次数: 7

Abstract

Caregiving is the act of providing assistance to an individual unable to perfom some daily living activities. Caregiving can be either paid or unpaid. An informal caregiver is an unpaid caregiver to an older, sick, or disabled family member or friend on a daily basis. Informal caregiving is associated with increased physical, mental, and emotional stressors contributing to poor health outcomes, caregiver burnout, and increased risk for institutionalization of the older adult care recipient. Informal caregivers manage their stressors through supportive services such as support groups or respite care, but little is known about how they use social media to share their caregiving experience. No work to our knowledge has investigated caregiver use of Twitter to share the caregiving experience.We collect and analyze tweets related to Alzheimer’s and Dementia. We present some insights on sentiment of the tweets, statistics of United States geographical locations of the tweeters, and the relationships of the care recipients. In our analysis we found that the majority of tweet sentiment was negative. Moreover, female care recipients are mentioned at a higher frequency than male care recipients in the tweets.
社交媒体中的非正式关怀表达分析
看护是为无法进行某些日常生活活动的个体提供帮助的行为。看护可以是有偿的,也可以是无偿的。非正式照顾者是指每天为年老、生病或残疾的家庭成员或朋友提供无薪照顾的人。非正式护理与身体、精神和情绪压力源增加有关,导致健康状况不佳、护理人员倦怠,并增加老年人接受护理的机构化风险。非正式护理人员通过支持团体或临时护理等支持性服务来管理他们的压力源,但他们如何使用社交媒体来分享他们的护理经验却鲜为人知。据我们所知,没有研究调查过护理人员使用Twitter来分享护理经验。我们收集并分析与阿尔茨海默病和痴呆症相关的推文。我们提出了一些关于推文情绪的见解,美国推特者地理位置的统计数据,以及护理接受者的关系。在我们的分析中,我们发现大多数推特的情绪都是负面的。此外,女性护理对象在推文中被提及的频率高于男性护理对象。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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