If they were removed previously before and just screwed in snug, yah then using a regular screwdriver should not be a problem.

Funkwheat, also just a small note, make sure the screwdriver bit you use is the right size. You just want to make sure that it is in there nice and snug ( a good tight fit) before you hammer away. That's all!