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Previous studies have shown that vehicular emissions are the primary source of air pollution and urban CO2 emissions in non-industrialized cities, strongly linked to respiratory and chronic diseases like asthma and COPD. We ask: Does urban road layout impact respiratory and chronic disease risks? How are socio-economic and environmental factors related to road layout? How can AI help adjust road parameters to reduce respiratory disease risks for nearby residents?

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CausalAI Reveals Mechanisms Driving Healthiness in Urban Transportation Spaces

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  • 发表日期：

    2025年

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  • Jiawei Yao

摘要

Previous studies have shown that vehicular emissions are the primary source of air pollution and urban CO2 emissions in non-industrialized cities, strongly linked to respiratory and chronic diseases like asthma and COPD. We ask: Does urban road layout impact respiratory and chronic disease risks? How are socio-economic and environmental factors related to road layout? How can AI help adjust road parameters to reduce respiratory disease risks for nearby residents?