How do I turn off Auto Play?

If you would rather not have the next episode start automatically, go to User Preferences/Auto Play Next Episode to turn the counter off.  You will continue to see the panel with options when you near the end of an episode, but the next episode will no longer start automatically unless you manually select an option.