I found the answer to my issue here:
About 1/2 way down the article are instructions to turn notifications on/off. If you look at the image you'll see a switch to "automatically dismiss past reminders". Make sure that is turned off. Mine was on. I assume it was set as a default from a recent upgrade. Hope that helps