From contingency table you can build ROC curves ... for small sample size, a colleagueused a Bayesian approach (large sample size correspond to frequentist statistics)Receiver Operating Characteristic Analysis for Intelligent Medical SystemsA New Approach for Finding Confidence Intervals Julian Tilbury, Peter Van-Eetvelt, Jon Garibaldi, John Curnow, and Emmanuel C. IfeachorIEEE Transactions Biomedical Engineering, Vol. 47, No. 7, July 2000, pp. 952-963.Evaluation of Intelligent Medical SystemsJulian Tilbury (PhD Thesis University of Plymouth, 2002)PDFs are available at
http://www.tech.plymouth.ac.uk/spmc/sta ... lbury.html