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挖掘社交媒体数据以研究痴呆症诊断对护理人员和亲属的影响。

Mining Social Media Data to Study the Consequences of Dementia Diagnosis on Caregivers and Relatives.

机构信息

Institute of Psychiatry, Psychology and Neuroscience, King's College London, London, United Kingdom.

South London and Maudsley NHS Foundation Trust, London, United Kingdom.

出版信息

Dement Geriatr Cogn Disord. 2020;49(3):295-302. doi: 10.1159/000509123. Epub 2020 Aug 27.

Abstract

INTRODUCTION

Caregivers for people with dementia face a number of challenges such as changing family relationships, social isolation, or financial difficulties. Internet usage and social media are increasingly being recognised as resources to increase support and general public health.

OBJECTIVE

Using automated analysis, the aim of this study was to explore (i) the age and sex of people who post to the social media forum Reddit about dementia diagnoses, (ii) the affected person and their diagnosis, (iii) which subreddits authors are posting to, (iv) the types of messages posted, and (v) the content of these posts.

METHODS

We analysed Reddit posts concerning dementia diagnoses and used a previously developed text analysis pipeline to determine attributes of the posts and their authors. The posts were further examined through manual annotation of the diagnosis provided and the person affected. Lastly, we investigated the communities posters engage with and assessed the contents of the posts with an automated topic gathering/clustering technique.

RESULTS

Five hundred and thirty-five Reddit posts were identified as relevant and further processed. The majority of posters in our dataset are females and predominantly close relatives, such as parents and grandparents, are mentioned. The communities frequented and topics gathered reflect not only the person's diagnosis but also potential outcomes, for example hardships experienced by the caregiver or the requirement for legal support.

CONCLUSIONS

This work demonstrates the value of social media data as a resource for in-depth examination of caregivers' experience after a dementia diagnosis. It is important to study groups actively posting online, both in topic-specific and general communities, as they are most likely to benefit from novel internet-based support systems or interventions.

摘要

简介

照顾痴呆症患者的人面临着许多挑战,例如改变家庭关系、社会孤立或经济困难。互联网的使用和社交媒体越来越被认为是增加支持和公众健康的资源。

目的

本研究使用自动化分析,旨在探讨(i)在社交媒体论坛 Reddit 上发布关于痴呆症诊断的帖子的人群的年龄和性别,(ii)受影响的人和他们的诊断,(iii)作者发布到哪些子版块,(iv)发布的消息类型,以及(v)这些帖子的内容。

方法

我们分析了 Reddit 上关于痴呆症诊断的帖子,并使用了以前开发的文本分析管道来确定帖子及其作者的属性。通过对提供的诊断和受影响的人进行手动注释,进一步检查了这些帖子。最后,我们研究了海报参与的社区,并使用自动主题收集/聚类技术评估了帖子的内容。

结果

确定了 535 个相关帖子并进一步处理。我们数据集中的大多数发布者是女性,主要是父母和祖父母等近亲。光顾的社区和收集的主题不仅反映了个人的诊断,还反映了潜在的结果,例如照顾者的困难或对法律支持的需求。

结论

这项工作表明,社交媒体数据作为深入研究痴呆症诊断后照顾者体验的资源具有价值。积极在特定主题和一般社区中发布在线内容的群体很重要,因为他们最有可能受益于新的基于互联网的支持系统或干预措施。

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