Simpson's Paradox. Trends that reverse when combined. This happens because of a 'confounding variable' (stone size). Treatment A was given to more difficult cases (Large Stones), dragging down its overall average. Treatment B was given to easy cases, inflating its average. Always check the context behind the data!