{"title":"Railways to better minds: The influence of high-speed rail on cognitive health inequalities","authors":"Xu Zong , Mingming Guan , Ye Zhang , Guowei Dong","doi":"10.1016/j.socscimed.2025.118624","DOIUrl":null,"url":null,"abstract":"<div><div>Cognitive impairment has become a major challenge to health aging all over the world, and evidence shows that transportation infrastructure affects the elderly's cognitive health. However, little is known about the effects of high-speed rail (HSR) on cognitive health. Based on the panel data from 2011 to 2018, this study employs the double machine learning (ML) approach to examine the relationship between HSR and cognitive health among 11,572 middle-aged and aged adults in China. The result shows that the opening of HSR significantly improved global cognition, with an estimated treatment effect coefficient of 0.198 (95 % confidence interval, [0.088, 0.309]). The effect of HSR varies in dimensions of cognitive health, only promoting mental intactness rather than episodic memory. The main result remains robust after conducting a series of robustness tests such as introducing instrumental variables, replacing the HSR measurements and ML method. Further analysis shows that HSR has heterogeneous effects on cognitive health across gender, ages, education levels, rural–urban areas, and geographic regions. For instance, HSR has narrowed the cognitive health inequalities between individuals with elementary or middle school education and those with higher education, but widened the gap between rural and urban residents. Additionally, mediation analysis indicates that HSR may enhance cognitive health by reducing PM2.5 exposure, improving individual earnings, and alleviating depressive symptoms. This study provides beneficial insights for China and other countries to develop transportation infrastructure and promote healthy cognitive aging.</div></div>","PeriodicalId":49122,"journal":{"name":"Social Science & Medicine","volume":"385 ","pages":"Article 118624"},"PeriodicalIF":5.0000,"publicationDate":"2025-09-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Social Science & Medicine","FirstCategoryId":"3","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0277953625009554","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PUBLIC, ENVIRONMENTAL & OCCUPATIONAL HEALTH","Score":null,"Total":0}
引用次数: 0
Abstract
Cognitive impairment has become a major challenge to health aging all over the world, and evidence shows that transportation infrastructure affects the elderly's cognitive health. However, little is known about the effects of high-speed rail (HSR) on cognitive health. Based on the panel data from 2011 to 2018, this study employs the double machine learning (ML) approach to examine the relationship between HSR and cognitive health among 11,572 middle-aged and aged adults in China. The result shows that the opening of HSR significantly improved global cognition, with an estimated treatment effect coefficient of 0.198 (95 % confidence interval, [0.088, 0.309]). The effect of HSR varies in dimensions of cognitive health, only promoting mental intactness rather than episodic memory. The main result remains robust after conducting a series of robustness tests such as introducing instrumental variables, replacing the HSR measurements and ML method. Further analysis shows that HSR has heterogeneous effects on cognitive health across gender, ages, education levels, rural–urban areas, and geographic regions. For instance, HSR has narrowed the cognitive health inequalities between individuals with elementary or middle school education and those with higher education, but widened the gap between rural and urban residents. Additionally, mediation analysis indicates that HSR may enhance cognitive health by reducing PM2.5 exposure, improving individual earnings, and alleviating depressive symptoms. This study provides beneficial insights for China and other countries to develop transportation infrastructure and promote healthy cognitive aging.
期刊介绍:
Social Science & Medicine provides an international and interdisciplinary forum for the dissemination of social science research on health. We publish original research articles (both empirical and theoretical), reviews, position papers and commentaries on health issues, to inform current research, policy and practice in all areas of common interest to social scientists, health practitioners, and policy makers. The journal publishes material relevant to any aspect of health from a wide range of social science disciplines (anthropology, economics, epidemiology, geography, policy, psychology, and sociology), and material relevant to the social sciences from any of the professions concerned with physical and mental health, health care, clinical practice, and health policy and organization. We encourage material which is of general interest to an international readership.