Higashi and Klir have defined a metric on the set of possibility distr
ibutions, based on the U-uncertainty: We show here that similar metric
s can be defined based on Yager's measure of (non) specificity and the
imprecision measure of Lamata and Moral. These metrics satisfy almost
all properties of the earlier metric, indicating some invariant chara
cteristics of these three measures of (non) specificity. We also dispr
ove some results present in the literature. Finally, we argue in favor
of defining these metrics on ordered possibility distributions.