What Can We Learn About Mental Health Needs From Tweets Mentioning Dementia on World Alzheimer's Day?
What Can We Learn About Mental Health Needs From Tweets Mentioning Dementia on World Alzheimer's Day?
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DOI：
10.1177/1078390316663690
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发表时间：
2016-11
影响因子：
2
通讯作者：
Yoon S
中科院分区：
文献类型：
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作者：
Yoon S
Twitter可以解决痴呆症护理的心理健康挑战。本研究的目的是探讨内容和用户互动的推文提到痴呆症，以获得见解痴呆症护理。我们在2015年9月21日世界阿尔茨海默病日收集了35，260条提到阿尔茨海默病或痴呆症的推文。通过主题建模和社会网络分析，揭示了用户沟通的内容和结构。全球用户生成了与心理健康和护理相关的关键词，包括#心理学和#心理健康。英国和美国在推文内容上有相似之处，也有不同之处。宏观层面的分析揭示了公众对痴呆症的浓厚兴趣。中观层次的网络分析显示，社区高层领导人是精神组织和传统媒体。主题建模和多层次网络分析的应用，同时结合可视化技术，可以促进全球层面的了解公众的注意力，兴趣，以及有关痴呆症护理和心理健康的见解。
Twitter can address the mental health challenges of dementia care. The aims of this study is to explore the contents and user interactions of tweets mentioning dementia to gain insights for dementia care. We collected 35,260 tweets mentioning Alzheimer’s or dementia on World Alzheimer’s Day, September 21st in 2015. Topic modeling and social network analysis were applied to uncover content and structure of user communication. Global users generated keywords related to mental health and care including #psychology and #mental health. There were similarities and differences between the UK and the US in tweet content. The macro-level analysis uncovered substantial public interest on dementia. The meso-level network analysis revealed that top leaders of communities were spiritual organizations and traditional media. The application of topic modeling and multi-level network analysis while incorporating visualization techniques can promote a global level understanding regarding public attention, interests, and insights regarding dementia care and mental health.