绘制Mpox话语的地图:一个网络和情绪分析
Ikhwan Yuda Kusuma1,2, Ádám Visnyovszki1,3, Muh Akbar Bahar4
1Institute of Clinical Pharmacy, University of Szeged, 6725 Szeged, Hungary.
Exploratory research in clinical and social pharmacy
|November 4, 2024
概括
在Twitter上的Mpox讨论揭示了关键的影响者和信息来源. 分析显示了负面的公众情绪,突出了疫情期间需要准确的健康信息的需要.
科学领域:
- 公共卫生 公共卫生
- 流行病学 流行病学
- 社交媒体分析 社交媒体分析
背景情况:
- 麻疹 (原名麻疹) 是一种重新出现的动物性疾病,具有流行病潜力.
- 了解在线话语对于管理公共卫生危机至关重要.
研究的目的:
- 在Twitter/X.上绘制mopox讨论的地图.
- 识别关键影响者,信息来源和公众情绪.
- 通知有针对性的公共卫生干预措施.
主要方法:
- 使用NodeXL Pro (2022年5月 - 2023年1月) 收集了11,397条推文.
- 用Gephi和社交网络分析分析了网络结构.
- 使用Azure机器学习进行情绪分析.
主要成果:
- 网络分析显示,参与者的社区多样化.
- 主要影响者包括记者,学者和医疗专业人员.
- 新闻媒体和组织网站是主要的信息来源.
- 负面情绪占主导地位,其中"Mpox"和"Monkeypox"作为顶级标签.
结论:
- 社交媒体分析提供了关于mopox沟通动态的见解.
- 解决错误信息和促进准确的科学信息至关重要.
- 调查结果可以指导公共卫生战略和应急响应.
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