Essential reading: Paul M. Barrett's meta article on fact-checking for the Tech Policy Blog.

After providing a short history of the discipline, he goes on to debunk three myths, namely that

...fact-checking censors free speech...
...is biased against conservatives...
...and just doesn't work […]