Evidence map›Paper›PMID 39103862›Full record

ArticleInternational journal for equity in health2024

Multilevel medical insurance mitigate health cost inequality due to air pollution: Evidence from China.

Ennan Wang, Minglai Zhu, Yisha Lin, Xiaoyu Xi

Abstract read
In one paragraph

Article in International journal for equity in health, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

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0cells of the map it votes in
4citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

  1. Article
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  4. Potential causal associations of long-term exposure to PMEcotoxicology and environmental safety · 2025
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Ennan WangSchool of Health Policy and Management, Nanjing Medical University, 101 Longmian Avenue, Nanjing, 211166, Jiangsu, China.
Minglai ZhuSchool of Finance, Nankai University, 38 Tongyan Avenue, Tianjin, 300350, China.
Yisha LinThe Research Center of National Drug Policy & Ecosystem, China Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198, Jiangsu, China.
Xiaoyu XiThe Research Center of National Drug Policy & Ecosystem, China Pharmaceutical University, 639 Longmian Avenue, Nanjing, 211198, Jiangsu, China. cpuxixiaoyu@163.com.

Funding

Philosophy and Social Science Project for the University by Jiangsu Education Department 2023SJYB0297The Ministry of education of Humanities and Social Science Project 23YJCZH204
6 · The paper itself

Abstract

backgroundAir pollution affects residents' health to varying extents according to differences in socioeconomic status. However, there has been a lack of research on whether air pollution contributes to unfair health costs.

methodsIn this research, data from the China Labour Force Dynamics Survey are matched with data on PM2.5 average concentration and precipitation, and the influence of air pollution on the health expenditures of residents is analysed with econometric methods involving a two-part model, instrument variables and moderating effects.

resultsThe findings reveal that air pollution significantly impacts Chinese residents' health costs and leads to low-income people face health inequality. Specifcally, the empirical evidence shows that air pollution has no significant influence on the probability of residents' health costs (β = 0.021, p = 0.770) but that it increases the amount of residents' total outpatient costs (β = 0.379, p < 0.006), reimbursed outpatient cost (β = 0.453, p < 0.044) and out-of-pocket outpatient cost (β = 0.362, p < 0.048). The heterogeneity analysis of income indicates that low-income people face inequality due to health cost inflation caused by air pollution, their total and out-of-pocket outpatient cost significantly increase with PM2.5 (β = 0.417, p = 0.013; β = 0.491, p = 0.020). Further analysis reveals that social basic medical insurance does not have a remarkable positive moderating effect on the influence of air pollution on individual health inflation (β = 0.021, p = 0.292), but supplementary medical insurance for employees could reduce the effect of air pollution on low-income residents' reimbursed and out-of-pocket outpatient cost (β=-1.331, p = 0.096; β=-2.211, p = 0.014).

conclusionThe study concludes that air pollution increases the amount of Chinese residents' outpatient cost and has no significant effect on the incidence of outpatient cost. However, air pollution has more significant impact on the low-income residents than the high-income residents, which indicates that air pollution leads to the inequity of medical cost. Additionally, the supplementary medical insurance reduces the inequity of medical cost caused by air pollution for the low-income employees.

Indexed as

Air PollutionHealth ExpendituresInsurance, HealthAdultChinaFemaleHealth Care CostsHealthcare DisparitiesHumansMaleMiddle AgedParticulate MatterPovertySocioeconomic FactorsParticulate MatterAir pollutionHealth equityHousehold incomeMultilevel medical insurance systems

Identifiers

PMID39103862
PMCPMC11301995

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.