It's generally pretty obvious if the explanation makes sense. And you can locate the original paper(s) as well to verify.
And you know what? My PhD friends get things wrong all the time too. I need to verify what they say as well.
"This is not a guarantee"? You're right. Nothing is a guarantee, but a lot of things are awfully helpful.