Predicting Cognitive Impairment From Polysomnography Using Combined Sleep Depth and Fragmentation Features
Richard Hohmuth, Jakob J. Mueller, Hagen Malberg et al.
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Robust ECG Signal Decomposition Enables Interpretable Distinction Between Atrial Flutter and Atrial Fibrillation
M. Goettling, A. Hammer, Nadine K. W. ̈aßnig et al.
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Open access
Oct 2026
An Explainable, Demographic-Aware ECG Transformer for Atrial Fibrillation Detection
Abstract Deep learning models have demonstrated strong performance in electrocardiogram (ECG)-based cardiovascular disease detection, but face the challenge of systematic variation across individual patients. Patient-specific information, a cornerstone of precision medicine, may help models account for this variability...
Matteo Zannini, Hagen Malberg, Martin Schmidt
· Current Directions in Biomed... · 0 citations