Long Short-Term Memory–GPT-4 Integration for Interpretable Biomedical Signal Classification: Proof-of-Concept Study
This proof-of-concept demonstrates an explicit methodological integration of deep learning-based biomedical signal classification with GPT-4-based interpretation, provides a technical foundation for future prospective clinical validation, field studies, and regulatory review prior to clinical deployment in underserved settings.
Authors
- Ajay Kumar Sahu (ORCID: https://orcid.org/0000-0002-4353-2336)
- Bhavan Kumar Basavaraju (ORCID: https://orcid.org/0009-0002-0725-484X)
- Kapil Kumar Reddy Poreddy
- Sanjoy Mukherjee
Institutions
- Millersville University (US)
- Institute of Electrical and Electronics Engineers (US)
Publication Details
- Journal
- JMIR Formative Research
- Published
- 2026-02-05
- DOI
- https://doi.org/10.2196/87962
- Primary Topic
- Machine Learning in Healthcare
- Type
- article
- Field-Weighted Citation Impact
- 0.00