Often the best way to get discriminating power is to find another knowledge source that is ``orthogonal to'' the existing ones (i.e., discriminating on a basis unrelated to the existing set of data.
Example: Nuclear magnetic resonance data used in conjunction with mass spec data in DENDRAL.