"Rough Day ... Need a Hug": Learning Challenges and Experiences of the Alzheimer's Disease and Related Dementia Caregivers on Reddit

Congning Ni, B. Malin, Lijun Song, A. Jefferson, P. Commiskey, Zhijun Yin
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引用次数: 4

Abstract

Alzheimer’s disease and related dementia (ADRD) is a collection of disorders involving mental deterioration, which is often quite distressing for the individuals and those caring for them. Online social media platforms have become popular environments for people to share their ADRD caring challenges and experiences. Despite encouraging findings in the literature regarding online support for ADRD caregivers, studies to date have focused only on a single online community about ADRD, which leads to an incomplete picture of the needs of ADRD caregivers. Additionally, the large volume of data from online communities makes it challenging for both researchers and caregivers to efficiently discover discussions about ADRD care. In this paper, we focus on Reddit, an online rating and discussion platform that consists of many communities, or subreddits, and aim to analyze the topic difference regarding ADRD care between ADRD and non-ADRD subreddits. To do so, we first develop a two-stage classification framework to extract posts about ADRD care from the entire Reddit. Then, we apply structured topic modeling to investigate what has been discussed on ADRD care and how such discussions are prevalent in different types of subreddits. Our results show that non-ADRD subreddits contribute 68.5% of submissions of ADRD care, more than twice as many as ADRD subreddits. Moreover, non-ADRD subreddits are more likely to disclose legal and financial issues, negative relationships and mental health, while ADRD subreddits are more likely to talk about memory loss, sleeping and diet issues, the disease and clinical visits. Our findings suggest that research in this area should look into discussions beyond ADRD communities to gain a comprehensive understanding of ADRD caring experiences and challenges.
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“倒霉的一天……需要一个拥抱”:学习阿尔茨海默病和相关痴呆症护理人员的挑战和经验
阿尔茨海默病及相关痴呆(ADRD)是一种涉及精神退化的疾病,对患者和照顾他们的人来说,这通常是非常痛苦的。在线社交媒体平台已经成为人们分享他们的ADRD护理挑战和经验的流行环境。尽管文献中关于在线支持ADRD照顾者的研究结果令人鼓舞,但迄今为止的研究只关注于一个关于ADRD的在线社区,这导致了对ADRD照顾者需求的不完整描述。此外,来自在线社区的大量数据使研究人员和护理人员都难以有效地发现有关ADRD护理的讨论。在本文中,我们关注Reddit,一个由许多社区或子reddits组成的在线评级和讨论平台,旨在分析ADRD和非ADRD子reddits之间关于ADRD关注的主题差异。为此,我们首先开发了一个两阶段分类框架,从整个Reddit中提取有关ADRD护理的帖子。然后,我们应用结构化主题建模来调查关于ADRD护理的讨论,以及这些讨论如何在不同类型的子reddits中流行。我们的研究结果显示,非ADRD子reddit贡献了68.5%的ADRD护理提交,是ADRD子reddit的两倍多。此外,非ADRD子版块更有可能披露法律和财务问题、负面关系和心理健康问题,而ADRD子版块更有可能谈论记忆力丧失、睡眠和饮食问题、疾病和临床就诊。我们的研究结果表明,该领域的研究应着眼于ADRD社区之外的讨论,以全面了解ADRD护理经验和挑战。
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