Thinking Clearly about Association Studies (Risk Factors and Causal Salad included)

I don’t see this as a problem. I would not be trying to learn that a specific factor is what causes a treatment to be selected but rather (1) how non-random is the treatment choice and (2) what are the biggest players in predicting treatment choice. The latter could be deemed an association study.