Thanks for the reply Daryl!
I don't think they keep coming out, I just noticed that there are a number of them around the house that are sticking out a couple of inches or so.
I've only tapped in the ones that I can reach (from the raised deck). I haven't seen that those have come out again.
When you say screws, are you talking about galvanized, or something else.