In this note, we explore the implications of a result that suggests that th
e duality gap caused by a Lagrangian relaxation of the nonanticipativity co
nstraints in a stochastic mixed integer (binary) program diminishes as the
number of scenarios increases. By way of an example, we illustrate that thi
s is not the case. In general, the duality gap remains bounded away from ze
ro.