highly significantp < 0.01
The recomputed first-stage F statistic, in which total facility volume was treated as a covariate rather than an instrumental variable, indicated that the 2 remaining instruments were highly significant (F = 13.7; p < 0.01), demonstrating their validity as instrumental variables 31 - 33 .