Method Overview: In England, ED attendances for COVID-Like Illness correlated strongly with true COVID incidence estimated by the Winter COVID Infection Survey (WCIS). Our model uses linear regression to convert ED attendances into incidence and smooths data using a spline function. 

The graph below depicts the results.