Liu, X., Wang, X., Xie, R., Liu, Z., Wang, B., Zhai, H. (2026). Explainable machine learning for predicting mechanical ventilation in Alzheimer’s patients with pneumonia: a SHAP-guided XGBoost nomogram based on MIMIC-IV. Scientific Reports. https://doi.org/10.1038/s41598-026-48214-x