uncertainty losses

Thanks for your excellent work! Could you explain more about the design of eq.3 because it is not normal? And I don't know the motivation for designing this. 
Then for model uncertainty, is it an MCDropout? By the way, what is the concrete value for sigma_0 in eq.10? 
Looking forward to your answer!