追踪辩论:在"X" (以前的Twitter) 上对社区化水的地理时间情绪分析,并进行五年预测
Nilesh Torwane1, Ratilal Lalloo1, Diep Ha1
1The University of Queensland, School of Dentistry, Herston, Queensland, Australia.
Community dentistry and oral epidemiology
|October 24, 2025
概括
关于X的社区水化 (CWF) 讨论显示了全球两极分化的情绪. 预计积极性下降表明需要有针对性的公共卫生沟通来解决错误信息.
科学领域:
- 公共卫生传播 公共卫生传播
- 社交媒体分析 社交媒体分析
- 情绪分析 情绪分析
背景情况:
- 社区水化 (CWF) 是一种公共卫生措施,在全球范围内受到不同的接受.
- 像X这样的社交媒体平台是关于健康话题的公共话语的重要舞台.
- 了解地理时间情绪趋势对于有效的健康沟通至关重要.
研究的目的:
- 在CWF关于X的讨论中分析国家层面的情绪趋势,从2014-2023.
- 预测未来五年内CWF话语中的情绪转变.
- 识别与CWF对话相关的地理时间模式和参与度量.
主要方法:
- 使用VADER"情感强度分析仪"进行情感分析,并具有定义的极性值.
- 通过X API收集数据,检查用户位置的地理时间模式.
- 对参与度指标 (喜欢,转发,回复) 的分析和对未来趋势的预测建模.
主要成果:
- 在72,309条推特中,37.4%是负面的,34.4%是积极的,28.2%是中立的.
- 低体积的国家显示出主要是积极的情绪;高体积的国家显示出混合的情绪.
- 预计平均情绪极性略有下降,从2024年的0.43降至2028年的0.38.
结论:
- 关于X的CWF话语是两极分化的,跨国和跨时代的动态.
- 预计积极情绪的下降凸显了战略公共卫生信息传递的必要性.
- 定制的,针对特定国家的沟通对于加强参与和打击错误信息至关重要.
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