Effects of Treatment on the Treated: Identification and Generalization
Ilya Shpitser and Judea Pearl recently presented an article at the UAI conference which offers a solution to the (counterfactual) problem of evaluating the Effect of Treatment on the Treated.
The article may be viewed here: http://ftp.cs.ucla.edu/pub/stat_ser/r349.pdf