Bridging the gap from clinical to home ECG: quantifying and overcoming accuracy loss in AI-enabled single-lead ECG models

Chin Lin, Wei-Ting Liu, Kai-Chieh Chen, Dung-Jang Tsai, Da-Wei Chang, Tsung-Neng Tsai, Cheng-Chung Cheng, Chih-Yuan Lin, Yuan-Hao Chen, Chien-Sung Tsai, Shih-Hua Lin, Chin-Sheng Lin. Bridging the gap from clinical to home ECG: quantifying and overcoming accuracy loss in AI-enabled single-lead ECG models. npj Digit. Medicine, 9(1), 2026. [doi]

@article{LinLCTCTCLCTLL26,
  title = {Bridging the gap from clinical to home ECG: quantifying and overcoming accuracy loss in AI-enabled single-lead ECG models},
  author = {Chin Lin and Wei-Ting Liu and Kai-Chieh Chen and Dung-Jang Tsai and Da-Wei Chang and Tsung-Neng Tsai and Cheng-Chung Cheng and Chih-Yuan Lin and Yuan-Hao Chen and Chien-Sung Tsai and Shih-Hua Lin and Chin-Sheng Lin},
  year = {2026},
  doi = {10.1038/s41746-026-02919-5},
  url = {https://doi.org/10.1038/s41746-026-02919-5},
  researchr = {https://researchr.org/publication/LinLCTCTCLCTLL26},
  cites = {0},
  citedby = {0},
  journal = {npj Digit. Medicine},
  volume = {9},
  number = {1},
}