Xu-Dong Ma

Construction and evaluation of a machine-learning-based prediction model for pneumonia in patients with acute leukemia.

An interpretable XGBoost model that accurately predicts pneumonia risk in AL patients based on routine admission data is developed and validated and provides actionable risk stratification to inform preemptive diagnostic and therapeutic strategies.