the paradoxical conclusion is that treatment a is more effective when used on small stones, and also when used on large stones, yet treatment b is more effective when considering both sizes at the same time. in this example, it was not known that the size of the kidney stone influenced the result. this is called a hidden variable (or lurking variable) in statistics.