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Android appears to cache discovered services (and subsequently characteristics and descriptors) at the system level. I found even removing and re-installing an app will not clear the cache. As such, I've added a boolean flag to the discover service, which when true calls an Android function to force re-discovery of the services.
A potential issue - some deeper googling indicates that some vendors remove this method from the bluetooth library. Perhaps they implement their own equivalent? In this case, it seems the function may not work on all android devices.