From images to health insight: integrating MLLM, NLP, and objective Q-sorting of nursing-home built environment orientations.

Li SJ, Zou ZJ, Ye X, Lin C

DOI: 10.3389/fmed.2025.1737721
Published: 2025
Container: Frontiers in medicine
Publisher: Not recorded
Open access: yes

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Cite this work

BibTeX

@article{allodium:10.3389/fmed.2025.1737721,
  title = {From images to health insight: integrating MLLM, NLP, and objective Q-sorting of nursing-home built environment orientations.},
  author = {Li SJ and Zou ZJ and Ye X and Lin C},
  year = {2025},
  journal = {Frontiers in medicine},
  doi = {10.3389/fmed.2025.1737721},
  url = {https://doi.org/10.3389/fmed.2025.1737721}
}

RIS

TY  - JOUR
TI  - From images to health insight: integrating MLLM, NLP, and objective Q-sorting of nursing-home built environment orientations.
AU  - Li SJ
AU  - Zou ZJ
AU  - Ye X
AU  - Lin C
PY  - 2025
JO  - Frontiers in medicine
DO  - 10.3389/fmed.2025.1737721
UR  - https://doi.org/10.3389/fmed.2025.1737721
ER  -

APA

SJ, L., ZJ, Z., X, Y., & C, L. (2025). From images to health insight: integrating MLLM, NLP, and objective Q-sorting of nursing-home built environment orientations.. Frontiers in medicine. https://doi.org/10.3389/fmed.2025.1737721

Source records

pubmed · retrieved 2026-09-25T20:03:18.531Z