---
myst:
  html_meta:
    description: Fit a linear mixed model with random intercepts to every gene by REML or maximum likelihood, as lme4's lmer does, with fitted values and approximate residual degrees of freedom, and test contrasts one at a time or several at once with Satterthwaite's degrees of freedom, as lmerTest does, or Kenward-Roger's, as pbkrtest does.
---

# Mixed models

```{eval-rst}
.. automodule:: cytepool.stats.mixed_models
```