End-to-End Platform for Electrocardiogram Analysis and Model Fine-Tuning: Development and Validation Study
ExChanGeAI provides a comprehensive, privacy-aware platform that democratizes access to ECG analysis and model training. By simplifying complex workflows, ExChanGeAI empowers out-of-domain researchers to use state-of-the-art ML on diverse datasets, democratizing the access to ML in the field of ECG data. The platform is available as open-source code under the Massachusetts Institute of Technology (MIT) license.
Authors
- Lucas Plagwitz (ORCID: https://orcid.org/0000-0001-7626-8853)
- Antonius Büscher (ORCID: https://orcid.org/0000-0003-1774-4252)
- Julian Varghese
- Lars Eckardt
- Lucas Bickmann
Institutions
- University of Münster (DE)
- University Hospital Münster (DE)
- Otto-von-Guericke-Universität Magdeburg (DE)
Publication Details
- Journal
- Journal of Medical Internet Research
- Published
- 2026-01-30
- DOI
- https://doi.org/10.2196/81116
- Primary Topic
- ECG Monitoring and Analysis
- Type
- article
- Field-Weighted Citation Impact
- 0.00