Early in my career I was involved in trials of antidepressant and anxiolytics where there was a placebo run in phase and placebo responders were eliminated. That approach is no longer used and there is only one paper I can find that looks at the difference between trials that use this approach and those that do not. I am looking for any references or FDA research or policies that I may not be aware of that addresses this issue.

Lee S, Walker JR, Jakul L, Sexton K. Does elimination of placebo responders in a placebo run-in increase the treatment effect in randomized clinical trials? A meta-analytic evaluation. Depress Anxiety. 2004;19(1):10-9. PubMed PMID:14978780.

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