The face to face is definitely a good approach for first reviews. Also it’s worth starting with lower expectations and less critical feedbacks then increase over time. It takes time for people to feel comfortable receiving direct critics from persons they aren’t familiar to.
IMO the first few code reviews should be done face to face so some rapport can be built. Receiving feedback from a 'human' is far easier to process than a faceless Github profile picture.