After spending some time. I figured it out. In the screen option, the checkbox gets unchecked on its own for some reason. Now every other time if the fields are missing I have to dropdown the screen options and check the box to make them re-appear.
Look it managed to disappear again!
http://i.gyazo.com/a5ad0428d8e4ae79224915be29b112aa.png
