From images to health insight: integrating MLLM, NLP, and objective Q-sorting of nursing-home built environment orientations
This study provides a comparable and testable research pathway, reveals the linkage pathways between different environmental orientations and health-support mechanisms, and offers clear targets for subsequent longitudinal and mixed-methods evaluations, design, and evidence-based healthy aging policy management, with important theoretical and managerial significance.
Authors
- C -Y Lin (ORCID: https://orcid.org/0009-0000-0644-2473)
- Xi Ye (ORCID: https://orcid.org/0000-0002-1694-2786)
- Si-Jie Li
- Zi-Jie Zou
Institutions
- Macau University of Science and Technology (MO)
- Universiti Sains Malaysia (MY)
- Jinan University (CN)
Publication Details
- Journal
- Frontiers in Medicine
- Published
- 2026-01-07
- DOI
- https://doi.org/10.3389/fmed.2025.1737721
- Primary Topic
- Urban Green Space and Health
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Macau University of Science and Technology