Predictive model of ulcerative colitis syndrome with ensemble learning and interpretability methods

Predictive model of ulcerative colitis syndrome with ensemble learning and interpretability methods

Abstract In recent years, the prevalence of chronic diseases such as Ulcerative Colitis (UC) has increased, bringing a heavy burden to healthcare systems. Traditional Chinese Medicine (TCM) stands out for its cost-effective and efficient treatment modalities, providing unique advantages in healthcar...

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Bibliographic Details
Main Authors: Ling Zhu, Shan He, Wanting Zheng, Yuanyuan Tong, Feng Yang
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Subjects:
Ulcerative colitis
Ensemble machine learning
Interpretability
SHAP
LIME
Syndrome differentiation
Online Access:https://doi.org/10.1038/s41598-025-04824-5
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