Adding to the Woes: Heterogeneous Effects of Air Pollution on Pandemic Patients.

IF 2 3区 医学 Q2 ECONOMICS Health economics Pub Date : 2025-01-04 DOI:10.1002/hec.4930
Mengdi Liu, Xin Zhao
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Abstract

While the direct health impacts of air pollution are widely discussed, its indirect effects, particularly during pandemics, are less explored. Utilizing detailed individual-level data from all designated hospitals in Wuhan during the initial COVID-19 outbreak, we examine the impact of air pollution exposure on treatment costs and health outcomes for COVID-19 patients. Our findings reveal that patients exposed more intensively to air pollution, identified by their residence in downwind areas of high-polluting enterprises, not only had worsened health outcomes but also consumed more medical resources. This increased demand is primarily due to their heightened vulnerability to cardiopulmonary conditions. Using a causal machine learning method called Causal Forests to estimate individual treatment effects, we uncover significant heterogeneity across demographic and socioeconomic characteristics, with older and economically disadvantaged patients showing particular vulnerability. These findings highlight the importance of considering environmental factors in pandemic preparedness and suggest the value of targeted interventions that account for demographic and socioeconomic variations in vulnerability.

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雪上加霜的是:空气污染对流行病患者的不同影响。
虽然人们广泛讨论空气污染对健康的直接影响,但对其间接影响,特别是在大流行期间的间接影响却很少探讨。利用COVID-19暴发初期武汉市所有指定医院的详细个人数据,我们研究了空气污染暴露对COVID-19患者治疗成本和健康结果的影响。我们的研究结果表明,空气污染程度越高的患者,其居住在高污染企业的下风区域,不仅健康状况恶化,而且消耗更多的医疗资源。这种增加的需求主要是由于他们对心肺疾病的脆弱性增加。使用一种称为因果森林的因果机器学习方法来估计个体治疗效果,我们发现了人口统计学和社会经济特征之间的显著异质性,老年人和经济弱势患者表现出特别的脆弱性。这些发现突出了在大流行防范中考虑环境因素的重要性,并表明了考虑到脆弱性的人口和社会经济差异的有针对性干预措施的价值。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Health economics
Health economics 医学-卫生保健
CiteScore
3.60
自引率
4.80%
发文量
177
审稿时长
4-8 weeks
期刊介绍: This Journal publishes articles on all aspects of health economics: theoretical contributions, empirical studies and analyses of health policy from the economic perspective. Its scope includes the determinants of health and its definition and valuation, as well as the demand for and supply of health care; planning and market mechanisms; micro-economic evaluation of individual procedures and treatments; and evaluation of the performance of health care systems. Contributions should typically be original and innovative. As a rule, the Journal does not include routine applications of cost-effectiveness analysis, discrete choice experiments and costing analyses. Editorials are regular features, these should be concise and topical. Occasionally commissioned reviews are published and special issues bring together contributions on a single topic. Health Economics Letters facilitate rapid exchange of views on topical issues. Contributions related to problems in both developed and developing countries are welcome.
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