Bridging the gap from clinical to home ECG: quantifying and overcoming accuracy loss in AI-enabled single-lead ECG models.
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| Title: | Bridging the gap from clinical to home ECG: quantifying and overcoming accuracy loss in AI-enabled single-lead ECG models. |
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| Authors: | Lin C; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Liu WT; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Chen KC; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Tsai DJ; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Chang DW; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Tsai TN; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Cheng CC; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Lin CY; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Chen YH; Department of Neurological Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Tsai CS; Division of Cardiovascular Surgery, Department of Surgery, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Lin SH; Division of Nephrology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC., Lin CS; Medical Technology Education Center, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.; Military Digital Medical Center, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.; Division of Cardiology, Department of Internal Medicine, Tri-Service General Hospital, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com.; Department of Cardiology, School of Medicine, College of Medicine, National Defense Medical University, Taipei, Taiwan, ROC. littlelincs@gmail.com. |
| Source: | NPJ digital medicine [NPJ Digit Med] 2026 Jul 06; Vol. 9 (1). Date of Electronic Publication: 2026 Jul 06. |
| Publication Type: | Journal Article |
| Journal Info: | Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE |
| Database: | MEDLINE Ultimate |
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