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1. A stochastic time-delayed model for the effectiveness of Moroccan COVID-19 deconfinement strategy.

2. A multi-scale model quantifies the impact of limited movement of the population and mandatory wearing of face masks in containing the COVID-19 epidemic in Morocco.