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针对性预防战略:探索环境和社会因素对传染病的相互作用影响
Shuo Wang1, Xinying Zhou1, Tianzuo Zhang1
1Shandong Key Laboratory of Environmental Processes and Health, School of Environmental Science and Engineering, Shandong University, Qingdao, Shandong 266237, China.
环境和社会因素显著影响传染病的传播. 较高的二氧化硫 (SO2) 排放增加了风险,而更好的卫生条件降低了风险,阳光持续时间改变了这些影响.
科学领域:
- 环境健康 环境健康
- 流行病学 流行病学
- 公共卫生 公共卫生
背景情况:
- 全球健康受到环境和社会因素的影响,但它们对疾病的复杂相互作用仍然不太清楚.
- 缺乏对这些相互作用的清晰度阻碍了针对性疾病预防策略的制定.
研究的目的:
- 分析环境和社会因素对中国传染病发病率的影响和相互作用的影响.
- 根据已识别的风险因素,制定早期预警和针对性监管传染病的框架.
主要方法:
- 使用可解释的机器学习方法来评估工业SO2排放,卫生间覆盖面和阳光照射时间对传染病的影响.
- 建立了SO2排放的多层次风险触发点 (RTP),以分类风险水平.
主要成果:
- 传染病发病率与SO2排放 (正相关性),卫生所覆盖面 (负相关性) 和阳光持续时间之间的非线性关系得到证实.
- 证明阳光持续时间的变化调节了SO2排放对传染病发病率的影响.
- 在不同省份为SO2排放定义了特定的RTP,这表明在更高水平上疾病风险显著增加.
结论:
- 环境和社会因素在传染病动态中起着至关重要的作用,具有显著的相互作用效应.
- 拟议的多层次RTP为精确的疾病预防和环境健康管理提供了有价值的工具.
- 调查结果支持实施有针对性的减少污染和疾病控制政策.
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