A noninvasive hyperkalemia monitoring system for dialysis patients based on a 1D-CNN model and single-lead ECG from wearable devices

A noninvasive hyperkalemia monitoring system for dialysis patients based on a 1D-CNN model and single-lead ECG from wearable devices

Abstract This study aimed to develop a real-time, noninvasive hyperkalemia monitoring system for dialysis patients with chronic kidney disease. Hyperkalemia, common in dialysis patients, can lead to life-threatening arrhythmias or sudden death if untreated. Therefore, real-time monitoring of hyperka...

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Bibliographic Details
Main Authors: Haijie Shang, Shaobin Yu, Yihan Wu, Xu Liu, Jiayuan He, Min Ma, Xiaoxi Zeng, Ning Jiang
Format: Article
Language:English
Published: Nature Portfolio 2025-01-01
Series:Scientific Reports
Subjects:
Hyperkalemia
Single-lead ECG
Wearable device
1D convolutional neural network
Hemodialysis
Online Access:https://doi.org/10.1038/s41598-025-85722-8
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