Article-Journal

Geographic and perceptual bias in multimodal LLMs: evidence from a global dataset spanning more than 200 cities
Multimodal large language models (MLLMs) are increasingly deployed for urban informatics applications, from objective built environment …
August 2026npj Urban Sustainability
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Geographic and perceptual bias in multimodal LLMs: evidence from a global dataset spanning more than 200 cities
Uncovering the Associations between Human Big Five Personality Traits and Built Environment Characteristics from Street View Imagery
Human–environment interactions, a classic topic in geography, suggest that individuals and their environments might shape each other. …
August 2026Annals of the American Association of Geographers
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Uncovering the Associations between Human Big Five Personality Traits and Built Environment Characteristics from Street View Imagery
Street space as health infrastructure: diagnosing uneven street support for exercise through the spatial triad
Urban streets constitute essential everyday health infrastructure within the outdoor built environment, yet their potential to support …
August 2026Building and Environment
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Street space as health infrastructure: diagnosing uneven street support for exercise through the spatial triad
The restorative value of urban environments: A systematic review of quantitative evidence, methods and data
Amidst ongoing urbanisation, understanding how various urban elements contribute to stress reduction and well-being is increasingly …
August 2026Environmental Impact Assessment Review
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The restorative value of urban environments: A systematic review of quantitative evidence, methods and data
A Graph-Based Human-Centered GeoAI for Understanding Street-Level Environment and Traffic Accident Frequency with Street View Imagery
Traffic accidents are a major global concern, highlighting the need for advanced traffic analysis and predictive techniques. The …
July 2026Journal of Urban Technology
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A Graph-Based Human-Centered GeoAI for Understanding Street-Level Environment and Traffic Accident Frequency with Street View Imagery
Perceived traffic safety's impact on cycling route choice with street-level images
Perceived traffic safety influences cycling behavior, yet its value relative to travel time and other route attributes remains …
July 2026Transportation
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Perceived traffic safety's impact on cycling route choice with street-level images
City landscape in sight: A crowdsourced framework for unlocking urban-scale window view perceptions from real estate imagery
City landscapes viewed through home windows influence quality of life, yet perceptions of actual window views at the urban scale remain …
July 2026Landscape and Urban Planning
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City landscape in sight: A crowdsourced framework for unlocking urban-scale window view perceptions from real estate imagery
Urban motifs associated with population health
Where we live profoundly shapes our health, with urban environments playing a critical role in shaping population health outcomes. As …
July 2026Nature Health
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Urban motifs associated with population health
Inferring urban functions from Google Maps reviews: A multi-scale, multi-modal and cross-city approach
Characterising and classifying urban functions is a long-standing research focus in urban studies and plays a critical role in urban …
June 2026Computers, Environment and Urban Systems
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Inferring urban functions from Google Maps reviews: A multi-scale, multi-modal and cross-city approach
Learning Fine-Grained Urban Mobility Dynamics Through Large Model-Enhanced Multimodal Representations
Accurately predicting fine-grained urban mobility is essential for optimizing transportation, accessibility, and urban management. …
May 2026IEEE Transactions on Intelligent Transportation Systems
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Learning Fine-Grained Urban Mobility Dynamics Through Large Model-Enhanced Multimodal Representations