The application of blood flow sound contrastive learning to predict arteriovenous graft stenosis of patients with hemodialysis

• Hugo Y.-H. Lin,

  Roles Conceptualization, Funding acquisition, Investigation, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing

  Affiliations Department of Internal Medicine, Kaohsiung Municipal Ta-Tung Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan, Division of Nephrology, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan, Department of Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan

  https://orcid.org/0000-0001-6888-4138

  ⨯
• Tiffany Shien,

  Roles Data curation, Investigation

  Affiliation Geisel School of Medicine at Dartmouth, Hanover, NH, United States of America

  ⨯
• Juan-Wei Xu,

  Roles Formal analysis, Methodology, Software, Validation

  Affiliation Department of Mathematics, National Kaohsiung Normal University, Kaohsiung, Taiwan

  ⨯
• Yen-Jung Kuo,

  Roles Data curation, Funding acquisition

  Affiliation Department of Post Baccalaureat Medicine, College of Medicine, Kaohsiung Medical University, Kaohsiung, Taiwan

  ⨯
• Phang-Lang Chen,

  Roles Resources, Supervision, Visualization

  Affiliation Department of Biological Chemistry, School of Medicine, University of California, Irvine, CA, United States of America

  ⨯
• Sheng-Wen Niu,

  Roles Resources

  Affiliations Department of Internal Medicine, Kaohsiung Municipal Ta-Tung Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan, Division of Nephrology, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan

  ⨯
• I-Ching Kuo,

  Roles Resources

  Affiliations Department of Internal Medicine, Kaohsiung Municipal Ta-Tung Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan, Division of Nephrology, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan

  ⨯
• Hsuan-Fu Kuo,

  Roles Visualization

  Affiliations Department of Internal Medicine, Kaohsiung Municipal Ta-Tung Hospital, Kaohsiung Medical University, Kaohsiung, Taiwan, Division of Cardiology, Kaohsiung Medical University Hospital, Kaohsiung, Taiwan

  ⨯
• Kai-Chieh Yang,

  Roles Resources

  Affiliation KURA CARE INC, San Diego, CA, United States of America

  ⨯
• Yi-Ren Yeh

  Roles Formal analysis, Methodology, Project administration, Software, Supervision, Validation, Writing – original draft, Writing – review & editing

  * E-mail: yryeh@nknu.edu.tw

  Affiliation Department of Mathematics, National Kaohsiung Normal University, Kaohsiung, Taiwan

  ⨯