Conditional Probability, Independence & Bayes · Challenge problem

A box contains three coins with heads-probabilities $0$, $\tfrac12$, and $1$. A coin is chosen at random and flipped twice, giving heads both times. Find the probability that a third flip of the same coin is heads.

Express your answer as a common fraction.