Please use this identifier to cite or link to this item: http://hdl.handle.net/10397/117528
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dc.contributorDepartment of Building and Real Estate-
dc.creatorZong, X-
dc.creatorGuan, M-
dc.creatorZhang, Y-
dc.creatorDong, G-
dc.date.accessioned2026-02-26T03:46:38Z-
dc.date.available2026-02-26T03:46:38Z-
dc.identifier.issn0277-9536-
dc.identifier.urihttp://hdl.handle.net/10397/117528-
dc.language.isoenen_US
dc.publisherElsevier Ltden_US
dc.rights© 2025 The Authors. Published by Elsevier Ltd. This is an open access article under the CC BY license ( http://creativecommons.org/licenses/by/4.0/ ).en_US
dc.rightsThe following publication Zong, X., Guan, M., Zhang, Y., & Dong, G. (2025). Railways to better minds: The influence of high-speed rail on cognitive health inequalities. Social Science & Medicine, 385, 118624 is available at https://doi.org/10.1016/j.socscimed.2025.118624.en_US
dc.subjectCHARLSen_US
dc.subjectCognitive agingen_US
dc.subjectDouble machine learningen_US
dc.subjectHealth inequalitiesen_US
dc.subjectHigh-speed railen_US
dc.subjectMachine learningen_US
dc.subjectTransportation accessibilityen_US
dc.titleRailways to better minds : the influence of high-speed rail on cognitive health inequalitiesen_US
dc.typeJournal/Magazine Articleen_US
dc.identifier.volume385-
dc.identifier.doi10.1016/j.socscimed.2025.118624-
dcterms.abstractCognitive 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.-
dcterms.accessRightsopen accessen_US
dcterms.bibliographicCitationSocial science and medicine, Nov. 2025, v. 385, 118624-
dcterms.isPartOfSocial science and medicine-
dcterms.issued2025-11-
dc.identifier.scopus2-s2.0-105017443443-
dc.identifier.pmid41038031-
dc.identifier.eissn1873-5347-
dc.identifier.artn118624-
dc.description.validate202602 bcch-
dc.description.oaVersion of Recorden_US
dc.identifier.FolderNumberOA_Scopus/WOSen_US
dc.description.fundingSourceSelf-fundeden_US
dc.description.pubStatusPublisheden_US
dc.description.oaCategoryCCen_US
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