After much fiddling around I got it to work, and my page says this at the bottom:
<!-- Gator Cached post on [2014-06-13 05:14:32] -->
<!-- Served by Advanced Cache http://www.mysite.com -->
But when I run a check in google page speed, it says:
Leverage browser caching
So is the page cached or not??