Determinants and Prediction of In-Hospital Mortality in Pneumonia Patients Using Machine Learning Models
Background: Pneumonia remains a major cause of hospitalization and in-hospital mortality, particularly among older adults and patients with chronic comorbidities. Objectives: To estimate in-hospital mortality among pneumonia inpatients, identify associated demographic and clinical factors, and compare predictive models...