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◆ Frontiers in artificial intelligence2026-01-01

A campus digital twin framework for visualizing and managing anxiety-related stress among college students.

Yuchen Wang, Xinyue Ye

一句话结论 · In one sentence

Based on the proposed framework, we developed a digital twin visualization system with four primary functions. These include continuous monitoring of anxiety-related stress trends, campus-scale stress heatmap visualization to support spatiotemporal assessment and targeted intervention, digital twin-supported management and spatial planning of campus mental health facilities, and personalized low-stress path navigation with restorative space recommendations.

原始摘要(英文原文)· Original abstract
INTRODUCTION: Anxiety-related stress among college students has become a significant public health concern, affecting student well-being, academic performance, and campus operations. However, the application of digital twins for campus mental health management remains limited. This study proposes a campus-scale digital twin framework to support monitoring, analysis, and management of anxiety-related stress among college students from a geospatial perspective. METHODS: The framework is composed of three integrated layers. The data acquisition and management layer integrates aggregated stress-related indicators derived from wearable devices, campus mental health service records, and campus geospatial data. The modeling and simulation layer represents spatiotemporal dynamics of student stress patterns and enables scenario-based analysis. The user application layer provides interactive visualization and decision support tools for campus administrators, mental health professionals, and students. RESULTS: Based on the proposed framework, we developed a digital twin visualization system with four primary functions. These include continuous monitoring of anxiety-related stress trends, campus-scale stress heatmap visualization to support spatiotemporal assessment and targeted intervention, digital twin-supported management and spatial planning of campus mental health facilities, and personalized low-stress path navigation with restorative space recommendations. DISCUSSION: As a proof-of-concept, the prototype illustrates the potential feasibility of applying campus digital twin technologies to aggregated privacy-preserving stress visualization and decision support, and highlights the value of integrating geospatial intelligence with digital twin technologies. This study contributes a scalable and transferable framework that supports preventive mental health strategies, informed decision-making, and sustainable, healthy campus environments. Further empirical validation is required to evaluate system accuracy, usability, effectiveness, and ethical acceptability.
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A campus digital twin framework for visualizing and managing anxiety-related stress among college students. — 科研速览 Science Skim