OK, I figured out the magic secret, which is that the little Nokia logo piece in the center of the holder part pops out, and covers up the screw head when you're done.

So, I have it assembled now, but... shouldn't it CLIP onto my dashboard somehow rather than screw on?

Clearly hardware is not my forte.