If your device has a Menu button, press it. If not, look for the "overflow menu" -- three vertical dots at the left of the action bar-- and press that. Then press Settings, then Advanced Settings, then uncheck Hide Checked Items. Then use the Back button twice to go back to the list view. If it doesn't seem to take effect right away, use Back once more to quit, and run OI Shopping List again.
-- Aaron