Author

Zhi-Hai Tian

2 papers indexed here

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Open access Sep 2026

Preoperative risk stratification for postoperative inflammatory–nutritional deterioration after colorectal cancer surgery: an interpretable machine learning study

Postoperative inflammatory–nutritional deterioration may adversely affect recovery after colorectal cancer surgery. This study aimed to develop and internally validate an interpretable machine learning model for preoperative prediction of postoperative modified Glasgow Prognostic Score (mGPS) = 2. This singl...

Yin-Chao Zhang, Ying-Kun Hu, Xin-Ke Cao et al. · Frontiers in Medicine · 0 citations

Open access Jul 2026

Prediction of acute postoperative protein depletion risk in colon cancer using an in-context learning foundation model: a retrospective cohort study

Background Acute postoperative protein depletion, including hypoalbuminaemia and hypoproteinaemia, frequently complicates colon cancer surgery and exacerbates adverse outcomes, yet early risk stratification remains challenging. Aims To develop a predictive model utilising a tabular foundation model for acute postoperat...

Xinke Cao, Linrui Han, Xinquan Zan et al. · Frontiers in Oncology · 0 citations