An interpretable nomogram with SHAP analysis predicts thrombotic failure of forearm arteriovenous fistulas
This study presents an interpretable nomogram with robust performance for predicting AVF thrombosis. The integration of SHAP analysis enhances model transparency and clinical trust, providing a valuable tool for personalized risk assessment and potential targeting of preventive strategies in MHD patients. Further external validation is warranted.
Authors
- Z. Wang
- Rong Ni
- Haixia Zhang (ORCID: https://orcid.org/0000-0001-5489-5987)
- Peng Qian (ORCID: https://orcid.org/0000-0002-9895-8027)
- Yilin Xu (ORCID: https://orcid.org/0009-0008-8262-2116)
- Weiwei Li
- Linsen Jiang
Institutions
- Soochow University (CN)
- Second Affiliated Hospital of Soochow University (CN)
Publication Details
- Journal
- Frontiers in Surgery
- Published
- 2026-02-26
- DOI
- https://doi.org/10.3389/fsurg.2026.1743314
- Primary Topic
- Central Venous Catheters and Hemodialysis
- Type
- article
- Field-Weighted Citation Impact
- 0.00