Explainable machine learning for predicting mechanical ventilation in Alzheimer’s patients with pneumonia: a SHAP-guided XGBoost nomogram based on MIMIC-IV

X Xuhui Liu X Xujie Wang R Rongfei Xie Z Zhaohui Liu B Biyun Wang H Honglin Zhai

Article Details

Volume / Issue Vol. 16, Issue 1
Published April 13, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (6)

X

Xuhui Liu

X

Xujie Wang

R

Rongfei Xie

Z

Zhaohui Liu

B

Biyun Wang

H

Honglin Zhai