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Air pollution is known to have adverse effects on physical health, but the influence of public health expenditure (PHE) on physical health has received less attention. This study utilizes 2 years of panel data from the China Family Panel Studies (CFPS) to investigate the effects of air pollution and PHE on physical health. The main findings reveal that, for each unit increase in SO2, there is a corresponding decrease of 0.006 in physical health. For each unit increase in PHE, there is a 0.838 increase in physical health. Heterogeneity analysis indicates that the impact of air pollution on public health varies among different groups. Notably, air pollution has more detrimental effects on women's health compared to men, and middle‐aged and elderly individuals are more vulnerable to air pollution. Additionally, urban residents are more susceptible to the adverse effects of air pollution compared to rural residents. Furthermore, PHE positively impacts women's health and significantly enhances the health of rural residents. People residing in western and central regions are more susceptible to air pollution than those in the eastern regions. This underscores the importance of tailoring environmental pollution reduction and PHE increase policies to address the unique needs of various groups and regions in order to promote overall improvements in residents' health.
Air pollution is known to have adverse effects on physical health, but the influence of public health expenditure (PHE) on physical health has received less attention. This study utilizes 2 years of panel data from the China Family Panel Studies (CFPS) to investigate the effects of air pollution and PHE on physical health. The main findings reveal that, for each unit increase in SO2, there is a corresponding decrease of 0.006 in physical health. For each unit increase in PHE, there is a 0.838 increase in physical health. Heterogeneity analysis indicates that the impact of air pollution on public health varies among different groups. Notably, air pollution has more detrimental effects on women's health compared to men, and middle‐aged and elderly individuals are more vulnerable to air pollution. Additionally, urban residents are more susceptible to the adverse effects of air pollution compared to rural residents. Furthermore, PHE positively impacts women's health and significantly enhances the health of rural residents. People residing in western and central regions are more susceptible to air pollution than those in the eastern regions. This underscores the importance of tailoring environmental pollution reduction and PHE increase policies to address the unique needs of various groups and regions in order to promote overall improvements in residents' health.
Context: Prior studies have examined the social determinants of health (SDOH) characteristics of counties with elevated rates of overdose deaths. However, this research often ignores variation in upstream governmental investment in these SDOH categories. Objective: To examine the association of local governmental investments in SDOH with drug overdose mortality at the county level, controlling for demographic and socioeconomic characteristics. Design: Longitudinal analysis from 2017 to 2020. Setting: United States counties. Participants: 3126 counties. Main Outcome and Measures: The primary study outcome was county overdose death rates per 100 000 population taken from the Centers for Disease Control and Prevention. The main predictor of interest was the per capita average of local governmental expenditures in public health, social service, and education drawn from the U.S. Census of Governments, categorized into quartiles. Covariates included county-level socioeconomic and demographic characteristics as well as county-level SUD services from the AHRQ SDOH Database. Results: In longitudinal multivariate linear regression models with state and year fixed effects, counties in the highest 3 quartiles of SDOH spending had significantly lower rates of overdose deaths compared with counties in the lowest quartile of SDOH spending; in particular, counties in quartile 2 had an average of 9.09 fewer overdose deaths per 100 000 population (95% CI: −12.58, −5.60), counties in quartile 3 had an average of 13.18 fewer deaths per 100 000 population (95% CI: −17.56; −8.80), and counties in quartile 4 had an average of 13.92 deaths per 100 000 population (95% CI: −19.16, −8.68). Conclusions: Our findings demonstrate that higher levels of local governmental investments in SDOH were associated with significantly lower rates of overdose death in U.S. counties after controlling for socioeconomic and demographic characteristics. Going forward, research should focus on determining causality in this relationship, the mechanisms through which this relationship occurs, as well as assess the impact of local public health expenditures allocated toward SUD prevention and treatment specifically on substance use outcomes at the local level.
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