It is clearly stated, however In my mind I felt the same. I think there is some confusion with the medals which are shaped as stars, and the stars.
I felt I would loose my Stars (actually the medals) with upgrade fail and did not realize it was star power until I lost them.
perhaps it should readYou will lose 1 Star and applied medals if you fail




