1. Introduction Sepsis, a critical condition in ICUs, poses a significant threat with dysregulated immune response and high mortality rates. Early detection is crucial, and integrating machine learning and clinical data analysis shows promise in predicting sepsis onset. Machine learning algorithms leverage clinical data to identify subtle indicators preceding sepsis manifestation. By…