Before revision:  As a case study, we compare these two types of models for COVID-19 forecasting and notice that physics-based  models significantly outperform deep learning models.
After revision:  As a case study, we compare these two types of models for COVID-19 forecasting and notice that physics-based mechanistic models significantly outperform deep learning models.