If you remove one of the well-functioning parts of the bullpen, it will stress the other guys, and before you know it the performances start to fall off one by one, and the pen becomes a weakness. When the 2004 Sox lost Scott Williamson, there was a snowball effect, and everyone started to under-perform. They did not get back on track for a good part of the season.