That is the conventional explanation for the "placebo effect." True
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<em>Additional comment</em>
It is likely there is more to it than that. There is pretty good evidence that experimenter expectations, and the expectations of others, play a role, too.
The placebo effect is when an improvement of symptoms is observed, despite using a nonactive treatment. It's believed to occur due to psychological factors like expectations or classical conditioning.