绘制全球公众对mRNA疫苗和治疗方法的看法
Jiaxiang Xu1,2, Zhengdong Wu1,2, Lily Wass1,2
1Laboratory of Data Discovery for Health Limited (D24H), Hong Kong Science Park, Hong Kong SAR, China.
NPJ vaccines
|November 14, 2024
概括
公众对mRNA疫苗和治疗方法的信任很低,在网上广泛存在负面情绪和错误信息. 有针对性的沟通对于建立对未来健康挑战的信心和社会性至关重要.
科学领域:
- 疫苗学 疫苗学 疫苗学
- 公共卫生 公共卫生
- 医学沟通 医学沟通
背景情况:
- 随着COVID-19大流行,信息RNA (mRNA) 疫苗技术的发展得到了突出突出.
- 普遍存在的公众对疫苗接种的犹,对未来基于mRNA的医疗创新的采用构成风险.
- 了解公众情绪对于成功实施新的医疗疗法至关重要.
研究的目的:
- 分析公众对mRNA疫苗和治疗方法的态度,使用Twitter上的社交倾听.
- 将在线情绪与疫苗不良事件报告系统 (VAERS) 的数据进行对比.
- 确定推动公众对mRNA技术的看法的主要主题.
主要方法:
- 采用混合方法,将大型语言模型与手动验证相结合.
- 利用无监督机器学习进行社会倾听分析.
- 收集和分析了2022年6月至2023年5月的Twitter数据.
主要成果:
- 确定了广泛的负面情绪和全球对mRNA疫苗和治疗方法缺乏信心.
- 观察到频繁的在线讨论有关疫苗严重副作用,谣言和错误信息.
- 突出了在线话语和官方安全数据之间的重大断开.
结论:
- 负面的公众情绪和错误信息对采用mRNA医疗创新构成重大障碍.
- 需要有针对性的沟通策略来解决公众关切并建立信任.
- 加强公众信任对于提高社会应对未来卫生危机的抵御力至关重要.
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