As every bookie knows instinctively, a number such as reliability - a qualitative rather than a quantitative measure - is needed to make the valuation of information practically useful.
Chapter 24, Bits, Bucks, Hits and Nuts, Information theory beyond Shannon, p. 221 - Information, The New Language of Science (2003)