Dementia Prediction Using Hierarchical Attention and Evaluation of Context Quality
Using a real-world dataset, we demonstrate that analyzing clinical notes can serve as an effective method for early dementia screening. Furthermore, we observe that utilizing the quality of textual data enables the extraction of more nuanced contextual information, resulting in improved performance.
Authors
- Hee Jung Kim (ORCID: https://orcid.org/0000-0003-3233-9271)
- S. Lim
- Ilju Lee (ORCID: https://orcid.org/0000-0003-3735-3179)
- O. Y. Kim
- Hyun Woo Jung (ORCID: https://orcid.org/0000-0001-6799-5987)
- Sehwan Kim
- Jung Jae Lee
- Keunsoo Kang
- Kyu‐haeng Lee
Institutions
- Dankook University (KR)
Publication Details
- Journal
- Alzheimer s & Dementia
- Published
- 2025-12-01
- DOI
- https://doi.org/10.1002/alz70857_102378
- Primary Topic
- Machine Learning in Healthcare
- Type
- article
- Field-Weighted Citation Impact
- 0.00