Why are you concerned about who applies? Wouldn't you be more concerned that offering a low salary is going to have the same hordes of unqualifieds applying, without the benefit of the actually qualified people applying as well?

It doesn't, that's why you need to have good hiring selection processes in place.

But paying the good programmers you already have a much higher salary and looking after them well will deter them from jumping ship.