在数字公共话语中探索疫苗犹:从部落两极分化到社会经济差异
Huzeyfe Ayaz1, Muhammed Hasan Celik2, Huseyin Zeyd Koytak3
1Department of Informatics, Technical University of Munich, Garching, Munich, Germany.
PloS one
|November 5, 2024
概括
在线对COVID-19疫苗的犹与国家社会经济因素和各种理由有关,包括政治和医疗问题. 对机构的信任和量身定制的沟通至关重要,尤其对边缘化社区来说.
科学领域:
- 公共卫生 公共卫生
- 社会科学 社会科学 社会科学
- 计算语言学 计算语言学
背景情况:
- 随着COVID-19的爆发,人们意识到疫苗接种的重要性.
- 了解疫苗犹对于有效的公共卫生战略至关重要.
- 在线话语为公众对健康问题的论提供了一个平台.
研究的目的:
- 分析关于COVID-19疫苗犹的Twitter (X) 上的在线话语.
- 确定与疫苗犹相关的社会经济和信仰因素.
- 探索疫苗犹的个人使用的理由.
主要方法:
- 在Twitter数据上使用深度学习技术进行文本分类和主题建模.
- 分析了国家一级社会经济特征与疫苗接种态度之间的关联.
- 确定了疫苗犹的不同类别的理由.
主要成果:
- 在疫苗接种态度和国家社会经济因素 (教育,种族,收入,投票行为) 之间发现了显著的关联.
- 疫苗犹的理由分为政治 (权利,阴谋) 和医疗 (安全,疗效) 类别.
- 用户经常使用广泛的理由,暗示政治信仰,情绪和本能的影响.
结论:
- 疫苗犹是复杂的,不能归因于一个单一的社会因素.
- 对公共机构的信任显著影响了人们对疫苗接种的态度.
- 需要量身定制的沟通策略来重建信任,特别是在边缘化社区.
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