疫苗:活跃的全球疫苗 流行病风险评估
Gerardo Luis Dimaguila1,2,3, Muhammad Javed1,2,3,4, Jeremiah Munakabayo1,2
1Epidemiology Informatics, Centre for Health Analytics, Melbourne Children's Campus, Australia.
Studies in health technology and informatics
|August 8, 2025
概括
这项研究介绍了VaxPulse VIRAL,这是一个用于打击疫苗错误信息的AI平台. 它监测公众情绪和在线行为,以保护全球公共健康免受危险的传染病.
科学领域:
- 公共卫生 公共卫生
- 人工智能的人工智能
- 计算社会科学 计算社会科学
背景情况:
- 疫苗信息流行,由错误信息和虚假信息推动,威胁着全球健康.
- 不真实的在线行为放大了有害叙事的传播.
- 有效监测和评估传染病风险对于公共卫生干预至关重要.
研究的目的:
- 开发VaxPulse疫苗传染病风险评估生命周期 (VIRAL),一个人工智能驱动的社交倾听平台.
- 实时监测和评估与疫苗有关的传染病风险.
- 为免疫计划提供可操作的见解,并打击信息混乱.
主要方法:
- 利用跨学科的专业知识和国际合作.
- 集成机器学习技术:深度学习,主动学习和数据增强.
- 纳入领域专家和利益相关者的代反,以改进平台.
主要成果:
- 开发了一个人工智能驱动的社交倾听平台 (VaxPulse VIRAL).
- 实现了对公众情绪,错误信息趋势和社交机器人活动的实时洞察.
- 创建了动态仪表板,以提供定制,可操作的情报.
结论:
- VaxPulse VIRAL提供了一种强大的解决方案,用于监测和缓解疫苗传染病.
- 计划通过国际合作和社区参与进行持续改进.
- 该平台支持公共卫生倡议的基于证据的决策.
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