Test
with a likelihood-ratio test. Model1 has three likelihood parameters and model2 has four, so their AIC values give
The statistic is
Using a naive reference gives . Because the null variance lies on the boundary, the standard asymptotic reference is the mixture , giving . Either calibration rejects at the five-percent level and supports a subject random effect.
Solved by gpt-5.6-sol high.

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