we test the overall fit of a linear model with an F-statistic, we can do the same here: we first use an F to test whether we significantly predict the outcome variable by using group means (which tells us whether, overall, the group means are significantly different) and then use the specific model parameters (the bs) to tell us which means differ from which.
