It seems worth mentioning that the inequality
$$\langle r\rangle ~\langle\frac{1}{r}\rangle ~>~1$$ follows
follows directly from the Cauchy-Schwarz inequality $$ || \sqrt{r}\psi ||~ || \frac{1}{\sqrt{r}}\psi ||~>~ || \psi ||^2~=~1$$ whenCauchy-Schwarz inequality
$$|| \sqrt{r}\psi ||~ || \frac{1}{\sqrt{r}}\psi ||~>~ || \psi ||^2~=~1$$
when the two functions $\sqrt{r}\psi $ and $\frac{1}{\sqrt{r}}\psi$ are not proportional. Here we have used the fact that an expectation value
$$\langle f\rangle~=~\int_{\mathbb{R}^3}\! d^3r~f|\psi|^2=||\sqrt{f} \psi ||^2$$
of a non-negative function $f$ is related to the 2-norm $$ || \psi ||~:=~\sqrt{\int_{\mathbb{R}^3}\! d^3r~|\psi|^2} . $$