Further analysis into the decomposition of variances by crash severity might lend an additional dimension to the understanding of the behavior of the dispersion parameter in joint models.
It is unclear if the overdispersion restriction is causing likelihood convergence issues in the joint model, where premature convergence is indicated via a more negative log likelihood.