We prove that a closed, geodesically convex subset C of $P_2^r(R^d)$ is closed with respect to weak convergence in $P_2^r(R^d)$. This means that if $(mu_n)subset C$ is such that $mu_n omu$ in duality with continuous bounded functions and have uniformly bounded second moments, then $mu$ is in C as well
