... One approach to compiling a catalog of point sources from all-sky survey data is to apply a source detection algorithm to the entire data set and include in the catalog any location whose significance exceeds some minimum value. ... If one has some prior knowledge of where the real sources are likely to be found, it is possible to ``cheat Poisson'' and include these sub-threshold sources without introducing significant numbers of spurious detections. ...