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Zihao Xia

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Open access Aug 2026

Biomarker-integrated machine learning models for predicting treatment-related bowel dysfunction after rectal cancer surgery: a multicenter development and external validation study

The random forest model integrating clinicopathological biomarkers and treatment-related variables demonstrated robust predictive performance for postoperative or post-treatment risk stratification of treatment-related bowel dysfunction (LARS) and is intended to support postoperative monitoring, survivorship counseling...

Q. Liu, Yunxin Liu, Yuxiang Huang et al. · 0 citations

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