Sure. But it's often that people "know" something that is false. The expression "like pulling a band-aid" is a great example. It's what doctors and nurses believe to the degree that they willingly torture their patients because they believe honestly they are reducing total suffering. But they are wrong.
Source: the work of Dan Ariely. His Ted talk is a good introduction.