You can keep the weather channel app open, but you do have to switch to it. Many other weather apps may be the same.
You can switch by using the apps bar at bottom (open it with a 4 finger swipe up or double clicking the home button) or by using a 4 finger swipe right to left until you find it. There is nothing that stays on the screen when you are using another app.