Government authorities don't always convey scientific information, so you shouldn't trust them without question. I think the CDC has enough bodies in their basement that they need to account to any trust issues. That doesn't mean they will always lie to you, but you have to get secondary sources if you are critical.

And no, it isn't true what you say about the fallacy. It remains a fallacy if the only argument for a statement is authority of course.