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日本公共卫生中心为未来的流行病做好准备的关键问题:使用主题模型进行文本挖掘研究
Kosuke Sakai1, Yu Igarashi2, Shuji Tounai3
1Department of Occupational Health Practice and Management, Institute of Industrial Ecological Sciences, University of Occupational and Environmental Health, Japan, 1-1 Iseigaoka Yahatanishi-Ku, Kitakyushu-Shi, Fukuoka-Ken, 807-8555, Japan.
日本的公共卫生中心需要对未来的流行病进行改进. 关键问题包括危机管理,明确的角色,更好的信息共享和工作负载支持,以加强公共卫生系统.
科学领域:
- 公共卫生 公共卫生
- 流行病学 流行病学
- 卫生系统研究 卫生系统研究
背景情况:
- 超过450个公共卫生中心对日本的COVID-19反应至关重要.
- 这项研究解决了提高公共卫生中心系统对未来的流行病准备能力的需要.
研究的目的:
- 确定改善日本公共卫生中心系统的关键问题.
- 根据流行病经验,为加强公共卫生基础设施的战略提供信息.
主要方法:
- 使用在线问卷进行横截面研究.
- 使用形态分析和主题建模 (KHcoder3.0) 对公共卫生工作者开放式反应的分析.
- 主题建模采用隐性迪里克莱特分配 (LDA) 与困惑性进行主题估计.
主要成果:
- 从784名受访者中确定了8个关键问题.
- 这些措施包括建立危机管理,明确功能划分,定义员工角色,专业培训,改善信息共享,管理工作量,简化运营和平衡常规职责.
结论:
- 该研究指出了加强日本公共卫生中心的重要领域.
- 这些发现对于在COVID-19后加强国家公共卫生系统至关重要.
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