Isn't participating in such research usually fairly anonymous? And I'm guessing the researchers didn't tell the participants how they were going to interpret "I don't know" vs wrong answers?

> Expressing appropriate levels of confidence is a skill,

That's interesting, confidence can be gamed, just like other traits in personality tests