The efficacy of new drugs is usually reasonably accurate. We have multiple scales for efficacy, and the studies are powered for clinical effect. However, the studies often produce inaccurate adverse event or adverse effect profiles. To determine the likely adverse effects, post-approval we have to piece together multiple lines of evidence. The physician online chat boards have been very helpful.