diff --git a/README.md b/README.md
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+++ b/README.md
@@ -10,11 +10,11 @@
 [![Contributor Covenant](https://img.shields.io/badge/Contributor%20Covenant-2.1-4baaaa.svg)](CODE_OF_CONDUCT.md)
 [![All Contributors](https://img.shields.io/github/all-contributors/unfoldtoolbox/Unfold.jl?labelColor=5e1ec7&color=c0ffee&style=flat-square)](#contributors)
 
-|Estimation|Visualisation|Simulation|BIDS pipeline|Decoding|Statistics|
-|---|---|---|---|---|---|
-| <a href="https://github.com/unfoldtoolbox/Unfold.jl/tree/main"><img src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277623787-757575d0-aeb9-4d94-a5f8-832f13dcd2dd.png" alt="Unfold.jl Logo"></a> | <a href="https://github.com/unfoldtoolbox/UnfoldMakie.jl"><img  src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277623793-37af35a0-c99c-4374-827b-40fc37de7c2b.png" alt="UnfoldMakie.jl Logo"></a>|<a href="https://github.com/unfoldtoolbox/UnfoldSim.jl"><img src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277623795-328a4ccd-8860-4b13-9fb6-64d3df9e2091.png" alt="UnfoldSim.jl Logo"></a>|<a href="https://github.com/unfoldtoolbox/UnfoldBIDS.jl"><img src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277622460-2956ca20-9c48-4066-9e50-c5d25c50f0d1.png" alt="UnfoldBIDS.jl Logo"></a>|<a href="https://github.com/unfoldtoolbox/UnfoldDecode.jl"><img src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277622487-802002c0-a1f2-4236-9123-562684d39dcf.png" alt="UnfoldDecode.jl Logo"></a>|<a href="https://github.com/unfoldtoolbox/UnfoldStats.jl"><img  src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277623799-4c8f2b5a-ea84-4ee3-82f9-01ef05b4f4c6.png" alt="UnfoldStats.jl Logo"></a>|
+|Estimation|Visualisation|Simulation|BIDS pipeline|Decoding|Statistics|MixedModelling|
+|---|---|---|---|---|---|---|
+| <a href="https://github.com/unfoldtoolbox/Unfold.jl/tree/main"><img src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277623787-757575d0-aeb9-4d94-a5f8-832f13dcd2dd.png" alt="Unfold.jl Logo"></a> | <a href="https://github.com/unfoldtoolbox/UnfoldMakie.jl"><img  src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277623793-37af35a0-c99c-4374-827b-40fc37de7c2b.png" alt="UnfoldMakie.jl Logo"></a>|<a href="https://github.com/unfoldtoolbox/UnfoldSim.jl"><img src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277623795-328a4ccd-8860-4b13-9fb6-64d3df9e2091.png" alt="UnfoldSim.jl Logo"></a>|<a href="https://github.com/unfoldtoolbox/UnfoldBIDS.jl"><img src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277622460-2956ca20-9c48-4066-9e50-c5d25c50f0d1.png" alt="UnfoldBIDS.jl Logo"></a>|<a href="https://github.com/unfoldtoolbox/UnfoldDecode.jl"><img src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277622487-802002c0-a1f2-4236-9123-562684d39dcf.png" alt="UnfoldDecode.jl Logo"></a>|<a href="https://github.com/unfoldtoolbox/UnfoldStats.jl"><img  src="https://github-production-user-asset-6210df.s3.amazonaws.com/10183650/277623799-4c8f2b5a-ea84-4ee3-82f9-01ef05b4f4c6.png" alt="UnfoldStats.jl Logo"></a>|<a href=""><img src="https://github.com/user-attachments/assets/ffb2bba6-3a30-48b7-9849-7d4e7195b297" alt="UnfoldMixedModels.jl logo"></a>|
 
-Toolbox to perform linear / GAM / hierarchical / deconvolution regression on biological signals.
+Package (-family) to perform linear / GAM / hierarchical / deconvolution regression on biological signals.
 
 This kind of modelling is also known as encoding modeling, linear deconvolution, Temporal Response Functions (TRFs), linear system identification, and probably under other names. fMRI models with HRF-basis functions and pupil-dilation bases are also supported.