Feasibility of Deep Learning-Based Analysis of Auscultation for Screening Significant Stenosis of Native Arteriovenous Fistula for Hemodialysis Requiring Angioplasty

CONCLUSION: Mel spectrogram-based DCNN models, particularly ResNet50, successfully predicted the presence of significant AVF stenosis requiring PTA in this feasibility study and may potentially be used in AVF surveillance.PMID:36174999 | DOI:10.3348/kjr.2022.0364

Source: Korean J Radiol - September 29, 2022 Category: Radiology Authors: Jae Hyon Park Insun Park Kichang Han Jongjin Yoon Yongsik Sim Soo Jin Kim Jong Yun Won Shina Lee Joon Ho Kwon Sungmo Moon Gyoung Min Kim Man-Deuk Kim Source Type: research