Before revision:  This rate of convergence is  in this context  the optimal rate of convergence for estimation of the intercept parameter in terms of a minimax criterion.
After revision:  This rate of convergence is shown in this context the optimal rate of convergence for estimation of the intercept parameter in terms of a minimax criterion.