Conjecture That The Only Nearly Perfect Numbers Are The Powers Of 2

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Call a natural number $n$ “flawed” if its aliquot sum (the sum of its factors less than itself) is $n-1$. Show that the set of flawed numbers is equivalent to the set of perfect powers of $2$.

Experimentally speaking, I wrote a little Python program that verified my conjecture up to $2^{15}$, but I am aware that that is by no means the same thing as a proof.