The new Badge feature is great for people who doesn’t use the phone for anything fullscreen…
Here is how to remove it:
http://answers.microsoft.com/en-us/office/forum/office_mobile-onenote/turning-off-the-one-note-badge-on-android/ff827cfe-fb1b-41ff-99be-67797b29f8c6