This article seems to miss the role of theories in physical sciences. When we talk about 'cause' we understand that to mean that some chain of events, governed by the rules of physics, lead to the result. Yes, those rules of physics were arrived at largely as a result of observation of correlations, but no one is going to propose military coups leading orange harvests as a fundamental physical law on the basis of observed correlation.