Machine learning interpretability methods to characterize the importance of hematologic biomarkers in prognosticating patients with suspected infection

To evaluate the effectiveness of Monocyte Distribution Width (MDW) in predicting sepsis outcomes in emergency department (ED) patients compared to other hematologic parameters and vital signs, and to determine whether routine parameters could substitute MDW in machine learning models.