Release Notes for Pumas 2.7.1

Pumas

Fix typo in fit docstring where optim_options was not passed correctly as a named tuple.
Fix docstring for Central1Periph2 that referred to two compartment structure even though it's a three compartment model.
Fix several small grammatical errors in docstrings
Fix an incorrect description of how obstimes affects the time points present in the output of predict. The correct behavior is now reflected in the docstring.
Throw better error messages when left-hand sides (variable names) are malformed in the model macro (for example tv-a ∈ RealDomain() is not allowed but tv_a ∈ RealDomain() is).

Fix a bug where time-varying covariates that were used in @dynamics or @derived would caused an error to be thrown stating that the covariate was not in @pre. The covariates are now correctly handled.
Fix a bug where a vpc call would fail if there were censored derived variables mixed with uncensored variables.
Fix calls to ϵshrinkage when there are non-Gaussian derived variables in the model. Such dependent variables are now filtered away to avoid throwing an error and only Gaussian variable shrinkages are returned.
Fix the handling of reset events (evid 3 and evid 4) with negative time points. In Pumas, reset events lead to time offsets being added to maintain monotone time. Previously, the calculation was wrong if the time at a reset event was negative. The behavior is now fixed to correctly offset based on the negative time.
Upgrade ForwardDiff.jl to include a fix of a bug that would cause stiff solvers to fail during fitting.
Upgrade LinearSolve.jl to include a fix of a bug that would cause stiff solvers to fail during fitting.
Upgrade julia to v1.11.7 from v1.11.6 to fix a bug when running distributed computing (for example through the use of EnsembleDistributed()).

When faceting a plot empty plots would still have visible axes. They are now completely hidden. For example, a 3x3 panel of plots with 8 plots will have the plot at index (3,3) completely blank instead of an axis with no content.

coefficients_table and metrics_table had RawTypst in some cells. This has been fixed and now the cells simply have Strings as before.

Pumas now ships with the Julia v1.11.7 runtime.