Multimodal deep learning model for enhanced early detection of aortic stenosis integrating ECG and chest x-ray with cooperative learning
The multimodal AI model via cooperative learning outperformed single-modality methods in AS detection and may aid earlier diagnosis and reduce clinical burden.
Authors
- Makoto Nishimori (ORCID: https://orcid.org/0000-0002-1366-9948)
- Shun Nagai
- Hiromasa Otake
- Masakazu Shinohara (ORCID: https://orcid.org/0000-0001-8724-0071)
- Hidekazu Tanaka (ORCID: https://orcid.org/0000-0002-8673-5707)
Institutions
- Kobe University (JP)
Publication Details
- Journal
- Frontiers in Radiology
- Published
- 2025-11-25
- DOI
- https://doi.org/10.3389/fradi.2025.1698680
- Citations
- 1
- Primary Topic
- ECG Monitoring and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 1.39