complexities, is still poorly understood in many circles. We tell students that there is no free lunch, that if you want to use a screen to identify everyone, or almost everyone, who might have a given abnormality, then you will have to accept that you will falsely identify many individuals who later turn out to be normal. In the jargon of decision analysis theory, high hit rate means high fals...