Misinformation is always worse in the long run.

If people find out you knowingly lied about one thing, they’ll assume you lied about other things that are more important, regardless of evidence.

Climate change being an excellent example of this where it wasn’t so much lies as bad guesses and so many people dismissed it despite the growing evidence.