Time-series evaluation of an ED-based syndromic alarm system before and during the COVID-19 pandemic

ED-based SyS can offer timely and specific early warning for seasonal respiratory outbreaks, particularly in pediatric populations. However, its utility is limited during sustained pandemic waves. Future surveillance systems must incorporate adaptive models, dynamic thresholds, and multiple data streams to remain effective under evolving epidemiological baselines.