Author

Xinquan Zan

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

An interpretable model based on routinely available preoperative variables provided moderate discrimination for postoperative inflammatory–nutritional deterioration after colorectal cancer surgery, but the suboptimal learning-curve convergence indicates that the model is not suitable for clinical deployment without fur...

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

TabICLv2 integrates demographic, nutritional, and immunological profiles to predict acute postoperative protein depletion with moderate discrimination and may provide adjunctive individualised risk assessment, but prospective multicentre validation is required before routine clinical implementation.

Xin-Ke Cao, Linrui Han, Xin-Quan Zan et al. · Frontiers in Oncology · 0 citations