Clinical decision making and diagnostic testing procedures are frequen
tly evaluated using indices such as sensitivity and specificity. These
indices require an assumption that the underlying disease state or th
e diagnostic test result is binary, which may be an unreasonable assum
ption in many clinical situations. They also fail to recognise the pot
ential for different degrees of diagnostic confidence. In this paper,
we report some data from a clinical study of postpartum mothers in whi
ch, in addition to the diagnostic result, an expression of certainty o
r strength of belief was ascertained. We illustrate how the certainty
of opinion data can be combined with the diagnostic opinion in order t
o enhance the interpretation of the study, and the implications for im
proving the accuracy of clinical decision making in general.