The interplay between actual and perceived air pollution, physical activity, and stress across mobility-based geographic contexts: A double machine learning approach
Abstract
exposure and perceived stress overall and in the context of personal and mixed activities; and (3) physical activity may mitigate the adverse effects of air pollution on perceived stress overall and in work or study and leisure contexts. We emphasized the significance of geographic contexts and advocated for a "context-aware" smart urban air information and lifestyle system to mitigate perception errors and provide timely physical activity recommendations, thereby promoting the mental well-being of urban residents.
Fields of Study & Subjects
Urban Transport and Accessibility
Air Quality Monitoring and Forecasting
Air Quality and Health Impacts
Publication details
- Journal / source
- Social Science & Medicine
- Publisher
- Elsevier BV
- Volume
- 404
- Pages
- 119499–119499
- Publication date
- 17 June 2026
- Language
- EN