关于#数字痴呆症的Twitter讨论:内容和情绪分析
Hyeongchan Cho1, Kyu-Min Kim2, Jee-Young Kim3
1Department of Business Administration, Graduate School, Kyung Hee University, Seoul, Republic of Korea.
Journal of medical Internet research
|July 16, 2024
概括
对数字痴呆症的担忧,一种与过度使用技术相关的认知衰退,在社交媒体上很普遍. 大多数讨论都是负面的,但有些人建议应对策略,如数字排毒和炼以减轻风险.
科学领域:
- 神经科学和认知科学 神经科学和认知科学
- 社交媒体分析 社交媒体分析
- 公共卫生 公共卫生
背景情况:
- 数字痴呆症描述了认知能力下降,特别是记忆力丧失,与过度使用数字技术有关.
- 公共话语和媒体越来越多地讨论了数字痴呆症,由像Twitter这样的社交媒体平台推动 (X).
- 鉴于数字设备使用的增加,了解公众的看法和情绪至关重要.
研究的目的:
- 通过使用#digitaldementia标签分析推特讨论数字痴呆症的内容和情绪.
- 确定与数字痴呆相关的关键主题和公众情绪.
- 了解公众对数字痴呆症的看法以及潜在的解决方案.
主要方法:
- 从Twitter (X) 提取了26290条使用#digitaldementia从2008年到2022年的英语tweet.
- 进行内容分析以确定主要主题和情绪分析以衡量情绪.
- 对来自影响者的推特进行了单向ANOVA,以分析主题之间的统计差异.
主要成果:
- 出现了四个主要主题:认知衰退,数字依赖,技术过载和应对策略.
- 超过55%的推文表达了负面情绪 (可怜或坏),而只有11.86%是积极的 (伟大或膨胀).
- 在各主题中发现了平均情绪得分的显著差异 (P<.001),整体负平均情绪得分 (-0.1072).
结论:
- 负面情绪主导着关于数字痴呆的讨论,突出了人们对过度使用数字设备导致认知能力下降的担忧.
- 积极的讨论建议应对策略,包括数字排毒,体育炼,和冥想.
- 这些策略可能有助于预防与数字依赖相关的认知衰退.
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