The problem of multiple comparisons is discussed in the context of medical research. The
need for more powerful procedures than classical multiple comparison procedures is
indicated. To this end some new, general and simple procedures are discussed and
demonstrated by two examples from the medical literature: the neuropsychologic effects of
unidentified childhood exposure to lead, and the sleep patterns of sober chronic alcoholics.