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This research aims to explore how the built environment influences physical activity habits in urban adults.

May 13, 2026PLoS ONEOpen Access

Healthy living environments create healthy physical activity-related habits (ELEVATE): A protocol for a smartphone-based mixed-method study

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This research aims to explore how the built environment influences physical activity habits in urban adults.
Utilizes a mixed-methods study design with on-site and walk-along interviews.
Collects GPS-based mobility data and step counts over seven days.
Applies deep learning to analyze environmental features from street view images.
Employs mixed models to assess the relationship between environment and physical activity.
Identifies key built environment factors affecting walking-related physical activity.
Provides evidence on physical activity disparities related to socioeconomic status.
Develops AI-powered recommendations for urban planning interventions.

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Mixed-methods study identifies built environments affecting mobility and public health in adults, suggesting interventions.

Helbich et al. (2026) studied this question.

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