Disaster early warning systems (DEWS) are critical for mitigating the impact of pandemics like COVID-19. Unlike natural disasters, pandemics present unique challenges in prediction and response due to their biological nature, rapid transmission, and societal implications. Effective early warning for COVID-19 encompasses several key elements: surveillance, data analysis, communication, and response preparedness.
Surveillance forms the backbone of