$v_e = \sqrt{2GM/R} = \sqrt{2G(4/3\pi R^3 \rho)/R} = R\sqrt{(8/3)G\pi\rho}$. Since density $\rho$ is constant, $v_e \propto R$. If the radius is doubled, the escape velocity also doubles to 22 km/s.