Maks gave a nice answer to your other (related) question:
http://www.designers-guide.org/Forum/YaBB.pl?num=1344685021So, beta is related to other model parameters (or, perhaps, other model parameters capture other aspects of the same underlying physics).
That said, you can probably change beta by a factor of 2 and still have a "reasonable" model.