COVID-19 has prompted many countries to implement extensive social distancing to stop the rapid spread of the virus, in order to prevent overloading health care systems. Yet, the main epidemic parameters of this virus are not well understood. In the absence of broad testing or serological surveillance, it is hard to evaluate or predict the impact of different strategies to exit implemented lock-down measures. An age-structured epidemiological model