Prediction of Arteriovenous Access Dysfunction by Mel Spectrogram-based Deep Learning Model

The early detection of arteriovenous (AV) access dysfunction is crucial for maintaining the patency of vascular access. This study aimed to use deep learning to predict AV access malfunction necessitating further vascular management.