Explainable machine learning model for predicting minor amputation in diabetic foot ulcers

doi:10.4239/wjd.124921

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Publication Name

World Journal of Diabetes

ISSN

1948-9358

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Baishideng Publishing Group Inc, 7041 Koll Center Parkway, Suite 160, Pleasanton, CA 94566, USA

Retrospective Cohort Study

Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.

World J Diabetes. Nov 15, 2026; 17(11): 124921
Published online Nov 15, 2026. doi: 10.4239/wjd.124921

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Figure 1 Machine learning model development and validation workflow. DFUs: Diabetic foot ulcers; LASSO: Least absolute shrinkage and selection operator; SHAP: SHapley Additive exPlanations.

Citation: Yang ZJ, Zhao JY, Hu SC, Chen Y, Kang YF, Li J, Wang LC, Chen HM, Zhang ZY, Yang CZ, Zhu D. Explainable machine learning model for predicting minor amputation in diabetic foot ulcers. World J Diabetes 2026; 17(11): 124921
URL: https://www.wjgnet.com/1948-9358/full/v17/i11/124921.htm
DOI: https://dx.doi.org/10.4239/wjd.124921

Yang ZJ, Zhao JY, Hu SC, Chen Y, Kang YF, Li J, Wang LC, Chen HM, Zhang ZY, Yang CZ, Zhu D. Explainable machine learning model for predicting minor amputation in diabetic foot ulcers. World J Diabetes 2026; 17(11): 124921 [DOI: 10.4239/wjd.124921]

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