I came across a very good scaling formula to scale theta based on Item Response Theory to the scale of 31-68.
The original post is here. The formula looks like this:
$f(x) = \frac{(b-a)(x-min)}{max-min} + a$
Would anyone kindly point out where I can find this type of scaling in a book or journal article because I need to cite it from such publications?