在X (以前的Twitter) 上发布的牙痛帖子的情感和情感分析
1Department of Dental Public Health, Faculty of Dentistry, King Abdulaziz University, Jeddah, Saudi Arabia. dmeisha@kau.edu.sa.
The Saudi dental journal
|January 22, 2026
概括
社交媒体上关于牙痛的帖子显示出主要是负面的情绪和恐惧. 专业的牙科护理比家庭疗法更常被提及,强调需要放心和清晰的紧急护理途径.
科学领域:
- 数字健康数字健康
- 社交媒体分析
- 口腔健康研究研究 口腔健康研究
背景情况:
- 像X这样的社交媒体平台越来越多地用于健康研究.
- 分析社交媒体数据提供了对公共卫生行为和沟通模式的见解.
- 以前的研究已经探索了医疗保健中的社交媒体,但对牙痛话语知之甚少.
研究的目的:
- 在X平台上分析有关牙痛的英语和阿拉伯语推文中的情绪和情绪模式.
- 总结在社交媒体上讨论的与牙痛有关的护理途径,包括家庭疗法.
- 通过不同的语言和主题来识别牙痛话语的趋势.
主要方法:
- 三年来对公众推特的横截面分析.
- 推特被删除重复,选符合条件,并对情绪和Ekman情绪进行分类.
- 一个具有双人验证的大型语言模型被用于主题分配.
主要成果:
- 在659条符合条件的推文中,消极情绪占主导地位,其中恐惧 (29.7%) 和悲伤 (19.1%) 是主导情绪.
- 负面情绪与疼痛投诉,咨询,急诊和治疗后疼痛相关 (p < 0.001).
- 专业的牙科护理 (47.4%) 被提及的频率高于家庭疗法 (1.1-17.0%);阿拉伯语推特显示了更多消极的趋势.
结论:
- 在X上,牙痛言论主要是负面的,与恐惧相关.
- 这些发现表明,需要优先考虑放心,并为紧急牙科护理提供明确的分拣信息.
- 专业牙科护理是牙疼痛在线讨论中比家庭疗法更常见的主题.
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