Creating view using a field(checkbox) as Contextual Filter
If you want this filter you should add the field as a "standard filter" and not contextual filter. In Views UI look for the headline Filter criteria, add your field "featured" and choose what value that has to be set.

Here is a screenshot how the UI looks, it is under filter criteria where you should push add.