This test
requires one to fit an additional mixed model for each factor to be tested, in which one removes
the factor of interest from the model. The likelihood of this “reduced” model can be compared to
the likelihood of the “full” model to form a test of the null hypothesis that the variance
component for the dropped term is zero.