NPJ digital medicine
A Causal and interpretable machine learning framework for postcranioplasty risk prediction and surgical decision support.
Wenbo Li, Bao Wang, Tianzun Li, Yiwen Ma, Haoyong Jin, Jiangli Zhao, Zhiwei Xue, Nan Su, Yanya He, Jiaqi Shi, Xuchen Liu, Xiaoyang Liu, Tianzi Wang, Jiwei Wang, Chao Li
Published: 202610.1038/s41746-026-02370-6
Abstract
Cranioplasty is associated with a substantial burden of postoperative complications. In this multicenter study, we developed a machine learning-based clinical decision-support tool to predict the risk of postoperative complications following craniopl…
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