A Gallery of Groups · Hard problem

$GL(2,\mathbb Z_3)$, the $48$ invertible $2\times2$ matrices mod $3$, is a group under matrix multiplication. How many of its $48$ elements $A$ satisfy $A^2=I$ (are their own inverse)?