From algorithms to action: Risk stratification for arteriovenous fistula failure in hemodialysis
ML models, particularly ensemble methods, showed improved discrimination compared with standard logistic regression for predicting AVF failure and supported a simple, clinically usable risk score for stratified surveillance.
Authors
- Tolga Onur Badak (ORCID: https://orcid.org/0000-0002-4254-196X)
- Berrak Itır Aylı (ORCID: https://orcid.org/0000-0002-0834-900X)
- Sibel Ada
Institutions
- Turkish Society of Hematology (TR)
- University of Westminster (GB)
Publication Details
- Journal
- The Journal of Vascular Access
- Published
- 2026-03-21
- DOI
- https://doi.org/10.1177/11297298261432153
- Primary Topic
- Central Venous Catheters and Hemodialysis
- Type
- article
- Field-Weighted Citation Impact
- 0.00