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Published on in Vol 14 (2026)

Child's hand holding an adult's hand with an IV drip in a hospital bed

Development and Validation of an Interpretable Machine Learning Model to Predict Mortality in Patients With Sepsis-Induced Coagulopathy: Multicenter Cohort Study

Development and Validation of an Interpretable Machine Learning Model to Predict Mortality in Patients With Sepsis-Induced Coagulopathy: Multicenter Cohort Study

Jiaxuan Sun   1 * , MMed, MSc ;   Jingyuan Wang   2 * , MMed, MSc ;   Yuxin Dong   2 , MD ;   Jieyu Liu   2 , MMed, MSc ;   Yiyun Ding   3 , MMed, MSc ;   Shilin Fan   4 , MMed, MSc ;   Dongyue Chen   5 , MMed, MSc ;   Songtao Shou   2 , MD

1 Department of Emergency, Tianjin First Central Hospital, Tianjin Medical University General Hospital, Tianjin, China

2 Department of Emergency, Tianjin Medical University General Hospital, Tianjin, China

3 Department of Gastroenterology, Tianjin Medical University General Hospital, Tianjin, China

4 Department of Critical Care Medicine, Tianjin Medical University General Hospital, Tianjin, China

5 Department of Hepatobiliary Surgery, Tianjin Medical University General Hospital, Tianjin, China

*these authors contributed equally

Corresponding Author:

  • Songtao Shou, MD
  • Department of Emergency
  • Tianjin Medical University General Hospital
  • No. 154 Anshan Street, Heping District
  • Tianjin
  • China
  • Phone: 86 18834895562
  • Email: zyyshou@tmu.edu.cn