评估喀麦隆对RTS,S疟疾疫苗推广的看法:使用拥抱面孔的X和facebook的情绪分析
Adanze Nge Cynthia1, Melvin Njuaka1, Nana Koomson2
1Sankofa Research and Mentorship Hub, Buea, Cameroon.
Health informatics journal
|January 8, 2026
概括
喀麦隆 - 喀麦隆 - 喀麦隆
科学领域:
- 公共卫生 公共卫生
- 计算社会科学 计算社会科学
- 疫苗学 疫苗学 疫苗学
背景情况:
- 喀麦隆推出RTS,S (Mosquirix®) 疟疾疫苗是一项重大公共卫生倡议.
- 了解公众的看法对于疫苗的成功至关重要.
研究的目的:
- 分析关于喀麦隆RTS,S疟疾疫苗推广的社交媒体情绪.
- 通过自然语言处理和机器学习来评估公众意见.
主要方法:
- 收集了关于喀麦隆RTS,S疫苗的Twitter (X) 和Facebook (Meta) 数据.
- 利用拥抱面孔转换器库进行情感分析.
- 使用Matplotlib.lib预处理,清理和可视化数据.
主要成果:
- 情绪分析显示几乎均的分歧:42.0%的负面反应,40.0%的积极反应和18.0%的中立反应.
- 在对疫苗推出支持的同时,表明了大量的公众怀疑.
结论:
- 有针对性的沟通对于解决担忧和建立疫苗信心至关重要.
- 情绪分析为卫生政策提供实时的公众洞察力.
- 需要基于证据的策略来应对错误信息,并促进疫苗的接受.
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