Average causal effects from nonrandomized studies: a practical guide and simulated example.

In this article, the authors review Rubin's definition of an average causal effect (ACE) as the average difference between potential outcomes under different treatments and review 9 strategies for estimating ACEs on the basis of regression, propensity scores, and doubly robust methods.