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Cheng-Zhi Xu

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Open access Sep 2026

Development and validation of an interpretable machine-learning model for predicting treatment failure in severe trauma patients

Objective This study aims to develop and validate machine learning (ML) models for predicting treatment failure in trauma patients using comprehensive clinical and laboratory variables, and to identify key prognostic features. Methods A retrospective cohort of 318 trauma patients was included. We included 44 characteri...

Qiang Shi, Yun Liu, Jia-Hui Shen et al. · 0 citations

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