Before revision:  Under appropriate restrictions, we show that the conditional distribution of the stochastic inefficiency term  is a folded normal distribution .
After revision:  Under appropriate restrictions, we show that the conditional distribution of the stochastic inefficiency term given the control functions is a folded normal distribution .