Geospatial analysis of short sleep duration and cognitive disability in US adults: a multi-state study using machine learning techniques
Our study highlights the importance of short sleep duration as a significant predictor of cognitive disability across the US after adjusting for other confounders. The association between short sleep and cognitive disability was especially strong in the Western region of the US providing a deeper understanding of how geographic context and local factors can shape health outcomes.
Authors
- Alex Bui (ORCID: https://orcid.org/0000-0002-4702-1373)
- Constance H. Fung (ORCID: https://orcid.org/0000-0002-0140-7932)
- Mary Regina Boland
- Tue Te (ORCID: https://orcid.org/0000-0001-6290-0475)
Institutions
- University of California, Los Angeles (US)
- Saint Vincent College (US)
- Los Angeles Medical Center (US)
- VA Greater Los Angeles Healthcare System (US)
Publication Details
- Journal
- BioData Mining
- Published
- 2025-06-13
- DOI
- https://doi.org/10.1186/s13040-025-00456-7
- Primary Topic
- Sleep and Work-Related Fatigue
- Type
- article
- Field-Weighted Citation Impact
- 0.00