The recent COVID-19 pandemic has highlighted the weaknesses of healthcare systems around the world. In the effort to improve the monitoring of cases admitted to Emergency Departments (ED), it has become increasingly necessary to adopt new innovative technological solutions in clinical practice. Currently, continuous monitoring of vital signs is only performed in patients admitted to the Intensive Care Unit (ICU). The proposed solution aims to develop a smart system that will dynamically prioritize patients through continuous monitoring of vital signs using a wearable biosensor device and estimate the likelihood of deterioration of each case using Artificial Intelligence (AI) models.