diff --git a/README.md b/README.md
index 461f8d0a0..ea1981982 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,7 @@
[![Downloads](https://pepy.tech/badge/simba-uw-tf-dev/month)](https://pepy.tech/project/simba-uw-tf-dev)
[![Downloads](https://pepy.tech/badge/simba-uw-tf-dev)](https://pepy.tech/project/simba-uw-tf-dev)
-
+**Manuscript: [Simple Behavioral Analysis (SimBA) as a platform for explainable machine learning in behavioral neuroscience](https://www.nature.com/articles/s41593-024-01649-9)**
**Pre-print: [Simple Behavioral Analysis (SimBA) – an open source toolkit for computer classification of complex social behaviors in experimental animals](https://www.biorxiv.org/content/10.1101/2020.04.19.049452v2)**
diff --git a/docs/environment.yml b/docs/environment.yml
index 58f983459..e48c4a4f5 100644
--- a/docs/environment.yml
+++ b/docs/environment.yml
@@ -15,6 +15,8 @@ dependencies:
- sphinx-togglebutton==0.3.2
- sphinx_rtd_theme
- simba-uw-tf-dev
+ - sphinx-mathjax-offline
+ - sphinxemoji
- nbsphinx
- umap-learn==0.5.2
- pyvis==0.3.2
diff --git a/docs/index.rst b/docs/index.rst
index 2ad2c4931..2148a5fb5 100644
--- a/docs/index.rst
+++ b/docs/index.rst
@@ -7,19 +7,31 @@ Welcome to SimBA's documentation!
:align: center
+
These docs are under development. For detailed tutorials, code, and more extensive documentation
see the `SimBA GitHub repository `_.
For support, see `SimBA Gitter channel `_.
-`Pre-print `_
-
-**Installation**
-
+INSTALLATION
+------------------------
.. code:: bash
pip install simba-uw-tf-dev
+
+MORE INFORMATION
+------------------------
+See below for raison d'être, detailed API, tutorials, data, documentation, support, and walkthroughs:
+
+- GitHub: [https://github.com/sgoldenlab/simba](https://github.com/sgoldenlab/simba)
+- API: [https://simba-uw-tf-dev.readthedocs.io/en/latest/api.html](https://simba-uw-tf-dev.readthedocs.io/en/latest/api.html)
+- Gitter Chat: [https://app.gitter.im/#/room/#SimBA-Resource_community:gitter.im](https://app.gitter.im/#/room/#SimBA-Resource_community:gitter.im)
+- bioRxiv preprint: [https://www.biorxiv.org/content/10.1101/2020.04.19.049452v2](https://www.biorxiv.org/content/10.1101/2020.04.19.049452v2)
+- Nature Neuroscience paper: [https://www.nature.com/articles/s41593-024-01649-9](https://www.nature.com/articles/s41593-024-01649-9)
+- Open Science Framework (OSF) data buckets: [https://osf.io/tmu6y/](https://osf.io/tmu6y/)
+- Python Package Index (PyPI): [https://pypi.org/project/Simba-UW-tf-dev/](https://pypi.org/project/Simba-UW-tf-dev/)
+
.. toctree::
:maxdepth: 3
:caption: API REFERENCE:
diff --git a/docs/project_description.md b/docs/project_description.md
index 16f99a646..061456739 100644
--- a/docs/project_description.md
+++ b/docs/project_description.md
@@ -10,8 +10,9 @@ See below for raison d'être, detailed API, tutorials, data, documentation, supp
- Documentation readthedocs: [https://simba-uw-tf-dev.readthedocs.io/en/latest/](https://simba-uw-tf-dev.readthedocs.io/en/latest/)
- API: [https://simba-uw-tf-dev.readthedocs.io/en/latest/api.html](https://simba-uw-tf-dev.readthedocs.io/en/latest/api.html)
- Gitter Chat: [https://app.gitter.im/#/room/#SimBA-Resource_community:gitter.im](https://app.gitter.im/#/room/#SimBA-Resource_community:gitter.im)
-- biorxiv preprint: [https://www.biorxiv.org/content/10.1101/2020.04.19.049452v2](https://www.biorxiv.org/content/10.1101/2020.04.19.049452v2)
-- OSF: [https://osf.io/tmu6y/](https://osf.io/tmu6y/)
+- bioRxiv preprint: [https://www.biorxiv.org/content/10.1101/2020.04.19.049452v2](https://www.biorxiv.org/content/10.1101/2020.04.19.049452v2)
+- Nature Neuroscience paper: [https://www.nature.com/articles/s41593-024-01649-9](https://www.nature.com/articles/s41593-024-01649-9)
+- Open Science Framework (OSF) data buckets: [https://osf.io/tmu6y/](https://osf.io/tmu6y/)
### Installation
To install SimBA, use the following command: