In disaster management, especially for public health crises such as the COVID-19 pandemic, effective early warning analysis is crucial. The success of these systems largely depends on accurate and timely sources of information.
One primary source of information for COVID-19 early warning is health surveillance systems, such as the World Health Organization (WHO) and the Centers for Disease Control and Prevention (CDC). These organizations