Multi-model comparison and nomogram development for predicting in-hospital mortality in Trauma patients based on NLR and other indicators
Objective: This study aimed to systematically compare the predictive performance of logistic regression (LR), random forest (RF), and extreme gradient boosting (XGBoost) for predicting in-hospital mortality among trauma patients, evaluate the prognostic value of key indicators, including the neutrophil-to-lymphocyte ra...