It is the likelihood function maximized over $\lambda$ for each fixed $\psi$.

It is the marginal likelihood integrated over $\lambda$.

It is the likelihood function evaluated at the global MLE of $\psi$ and $\lambda$.

It is the derivative of the log-likelihood with respect to $\psi$.