diff --git a/README.md b/README.md
index 4b12afc..23e7e26 100644
--- a/README.md
+++ b/README.md
@@ -1,24 +1,29 @@
-# RamanSPy
+<p align="center">
+  <a href="https://ramanspy.readthedocs.io/">
+    <img src="https://github.com/barahona-research-group/RamanSPy/blob/1121738ca4b8b64d938b81eefe32059ac33ace8e/docs/source/images/raman_logo_transparent.png" alt="RamanSPy logo"  width="300">
+  </a>
+</p>
 
-[![Downloads](https://static.pepy.tech/badge/ramanspy)](https://pepy.tech/project/ramanspy)   [![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)]([https://github.com/dwyl/esta/issues](https://github.com/barahona-research-group/RamanSPy/issues))
+## *RamanSPy*: An open-source package for <ins>Raman</ins> <ins>S</ins>pectroscopy analytics in <ins>Py</ins>thon.
 
+[![Downloads](https://static.pepy.tech/badge/ramanspy)](https://pepy.tech/project/ramanspy)   [![contributions welcome](https://img.shields.io/badge/contributions-welcome-brightgreen.svg?style=flat)]([https://github.com/dwyl/esta/issues](https://github.com/barahona-research-group/RamanSPy/issues))
 
-*RamanSPy* is an open-source Python package for integrative
-Raman spectroscopy data analysis.
 
 ## Key features
 
+![Overview of RamanSPy](docs/source/images/ramanspy_graphical_abstract.png)
+
 - Common data format
 - Data loaders
 - Preprocessing methods
 - Preprocessing pipelining
 - Preprocessing protocols
 - Analysis methods
+- AI & ML integration
 - Visualisation tools
-- AI integration
 - Datasets
+- Synthetic data generator
 - Metrics
-- Synthetic data generator (***new in versions >= 0.2.0***)
   
 
 ## Installation
@@ -68,11 +73,11 @@ rp.plot.show()
 ## Documentation
 
 For more information about the functionalities of the package, refer to
-the [documentation](https://ramanspy.readthedocs.io).
+the [online documentation](https://ramanspy.readthedocs.io).
 
 ## Credits
 
-If you use this package for your research, please cite our paper:
+If you use *RamanSPy* for your research, please cite our paper:
 
 [Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. *RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis*. ACS Analytical Chemistry **2024**, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383](https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383)
 
diff --git a/docs/build/doctrees/environment.pickle b/docs/build/doctrees/environment.pickle
index 1dfea2e..83da2bd 100644
Binary files a/docs/build/doctrees/environment.pickle and b/docs/build/doctrees/environment.pickle differ
diff --git a/docs/build/doctrees/index.doctree b/docs/build/doctrees/index.doctree
index 0dc671b..a391446 100644
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diff --git a/docs/build/html/.buildinfo b/docs/build/html/.buildinfo
index 97f48a0..b38e6e3 100644
--- a/docs/build/html/.buildinfo
+++ b/docs/build/html/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 4120cd5746195a2fc1af6c77d5dfc838
+config: ba21baef02957aa75ccaa933bdd1e25c
 tags: 645f666f9bcd5a90fca523b33c5a78b7
diff --git a/docs/build/html/_modules/index.html b/docs/build/html/_modules/index.html
index 359a471..bf67057 100644
--- a/docs/build/html/_modules/index.html
+++ b/docs/build/html/_modules/index.html
@@ -265,7 +265,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/_modules/ramanspy/core.html b/docs/build/html/_modules/ramanspy/core.html
index d5dba8c..74a43cd 100644
--- a/docs/build/html/_modules/ramanspy/core.html
+++ b/docs/build/html/_modules/ramanspy/core.html
@@ -192,8 +192,8 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html">ramanspy.preprocessing.baseline.Poly</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html">ramanspy.preprocessing.baseline.ModPoly</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.PenalisedPoly.html">ramanspy.preprocessing.baseline.PenalisedPoly</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IModPoly.html">ramanspy.preprocessing.baseline.IModPoly</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html">ramanspy.preprocessing.baseline.Goldindec</a></li>
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@@ -265,7 +265,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/_modules/ramanspy/load.html b/docs/build/html/_modules/ramanspy/load.html
index 0047a7e..5bcc1e0 100644
--- a/docs/build/html/_modules/ramanspy/load.html
+++ b/docs/build/html/_modules/ramanspy/load.html
@@ -192,8 +192,8 @@
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-<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html">ramanspy.preprocessing.baseline.Poly</a></li>
-<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html">ramanspy.preprocessing.baseline.ModPoly</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.PenalisedPoly.html">ramanspy.preprocessing.baseline.PenalisedPoly</a></li>
+<li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IModPoly.html">ramanspy.preprocessing.baseline.IModPoly</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html">ramanspy.preprocessing.baseline.Goldindec</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IRSQR.html">ramanspy.preprocessing.baseline.IRSQR</a></li>
 <li class="toctree-l2"><a class="reference internal" href="../../generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.CornerCutting.html">ramanspy.preprocessing.baseline.CornerCutting</a></li>
@@ -265,7 +265,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/_modules/ramanspy/preprocessing/baseline.html b/docs/build/html/_modules/ramanspy/preprocessing/baseline.html
index 43f41e5..f214220 100644
--- a/docs/build/html/_modules/ramanspy/preprocessing/baseline.html
+++ b/docs/build/html/_modules/ramanspy/preprocessing/baseline.html
@@ -265,7 +265,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/_modules/ramanspy/synth/synth.html b/docs/build/html/_modules/ramanspy/synth/synth.html
index 4cec17c..f5cbb0f 100644
--- a/docs/build/html/_modules/ramanspy/synth/synth.html
+++ b/docs/build/html/_modules/ramanspy/synth/synth.html
@@ -265,7 +265,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/_sources/index.rst.txt b/docs/build/html/_sources/index.rst.txt
index 7e554c0..93c82c7 100644
--- a/docs/build/html/_sources/index.rst.txt
+++ b/docs/build/html/_sources/index.rst.txt
@@ -6,6 +6,13 @@ day-to-day analyses, research applications, as well as the development and valid
 
 |
 
+.. image:: images/ramanspy_graphical_abstract.png
+  :width: 600
+  :align: center
+  :alt: Overview of RamanSPy's functionalities
+
+|
+
 Key features
 -----------------
 - Common data format
@@ -14,11 +21,11 @@ Key features
 - Preprocessing pipelining
 - Preprocessing protocols
 - Analysis methods
+- AI and ML integration
 - Visualisation tools
-- AI integration
 - Datasets
+- Synthetic data generator
 - Metrics
-- Synthetic data generator (**new in versions >= 0.2.0**)
 
 |
 
@@ -34,7 +41,20 @@ Credits
 -----------------
 If you use this package for your research, please cite our paper:
 
-`Georgiev, D., Pedersen, S., Xie, R., Fernández-Galiana, Á., Stevens, M., & Barahona, M. (2023). RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ChemRxiv. doi:10.26434/chemrxiv-2023-m3xlm <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>`_
+`Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ACS Analytical Chemistry 2024, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383 <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>`_
+
+.. code-block:: latex
+
+    @article{georgiev2024ramanspy,
+        title={RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis},
+        author={Georgiev, Dimitar and Pedersen, Simon Vilms and Xie, Ruoxiao and Fern{\'a}ndez-Galiana, Alvaro and Stevens, Molly M and Barahona, Mauricio},
+        journal={Analytical Chemistry},
+        volume={96},
+        number={21},
+        pages={8492-8500},
+        year={2024},
+        doi={10.1021/acs.analchem.4c00383}
+    }
 
 |
 
@@ -88,4 +108,4 @@ Also, if you find *RamanSPy* useful, please consider leaving a star on GitHub:
    :hidden:
 
    GitHub repository <https://github.com/barahona-research-group/RamanSPy>
-   Paper <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>
\ No newline at end of file
+   Paper <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>
\ No newline at end of file
diff --git a/docs/build/html/_templates/autosummary/class.html b/docs/build/html/_templates/autosummary/class.html
index a3c1c0e..c4e753e 100644
--- a/docs/build/html/_templates/autosummary/class.html
+++ b/docs/build/html/_templates/autosummary/class.html
@@ -266,7 +266,7 @@
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 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/analysis.html b/docs/build/html/analysis.html
index 932e90e..bce95db 100644
--- a/docs/build/html/analysis.html
+++ b/docs/build/html/analysis.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_examples/index.html b/docs/build/html/auto_examples/index.html
index 453ce7b..a4fd7bf 100644
--- a/docs/build/html/auto_examples/index.html
+++ b/docs/build/html/auto_examples/index.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_examples/plot_i_package_overview.html b/docs/build/html/auto_examples/plot_i_package_overview.html
index c22f092..a95bdc1 100644
--- a/docs/build/html/auto_examples/plot_i_package_overview.html
+++ b/docs/build/html/auto_examples/plot_i_package_overview.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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 </div>
diff --git a/docs/build/html/auto_examples/plot_i_preprocessing_pipelines.html b/docs/build/html/auto_examples/plot_i_preprocessing_pipelines.html
index 50a646b..6dc221c 100644
--- a/docs/build/html/auto_examples/plot_i_preprocessing_pipelines.html
+++ b/docs/build/html/auto_examples/plot_i_preprocessing_pipelines.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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 </div>
diff --git a/docs/build/html/auto_examples/plot_ii_dl_denoising.html b/docs/build/html/auto_examples/plot_ii_dl_denoising.html
index edd9026..c813044 100644
--- a/docs/build/html/auto_examples/plot_ii_dl_denoising.html
+++ b/docs/build/html/auto_examples/plot_ii_dl_denoising.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_examples/plot_iii_bacteria_classification.html b/docs/build/html/auto_examples/plot_iii_bacteria_classification.html
index 71090c8..4f787d1 100644
--- a/docs/build/html/auto_examples/plot_iii_bacteria_classification.html
+++ b/docs/build/html/auto_examples/plot_iii_bacteria_classification.html
@@ -266,7 +266,7 @@
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 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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 </div>
diff --git a/docs/build/html/auto_examples/sg_execution_times.html b/docs/build/html/auto_examples/sg_execution_times.html
index df717a3..cadea5c 100644
--- a/docs/build/html/auto_examples/sg_execution_times.html
+++ b/docs/build/html/auto_examples/sg_execution_times.html
@@ -266,7 +266,7 @@
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 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/i-classes/plot_i_generic_container.html b/docs/build/html/auto_tutorials/i-classes/plot_i_generic_container.html
index aa46542..18db4f5 100644
--- a/docs/build/html/auto_tutorials/i-classes/plot_i_generic_container.html
+++ b/docs/build/html/auto_tutorials/i-classes/plot_i_generic_container.html
@@ -266,7 +266,7 @@
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 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/auto_tutorials/i-classes/plot_ii_spectrum_container.html b/docs/build/html/auto_tutorials/i-classes/plot_ii_spectrum_container.html
index bf4a829..1b5a55c 100644
--- a/docs/build/html/auto_tutorials/i-classes/plot_ii_spectrum_container.html
+++ b/docs/build/html/auto_tutorials/i-classes/plot_ii_spectrum_container.html
@@ -266,7 +266,7 @@
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index 0f85961..ba9634e 100644
--- a/docs/build/html/auto_tutorials/i-classes/plot_iii_image_container.html
+++ b/docs/build/html/auto_tutorials/i-classes/plot_iii_image_container.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/i-classes/plot_iv_volume_container.html b/docs/build/html/auto_tutorials/i-classes/plot_iv_volume_container.html
index c48d18b..e141bf7 100644
--- a/docs/build/html/auto_tutorials/i-classes/plot_iv_volume_container.html
+++ b/docs/build/html/auto_tutorials/i-classes/plot_iv_volume_container.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/i-classes/sg_execution_times.html b/docs/build/html/auto_tutorials/i-classes/sg_execution_times.html
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--- a/docs/build/html/auto_tutorials/i-classes/sg_execution_times.html
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@@ -266,7 +266,7 @@
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index 8844b2c..7d96de4 100644
--- a/docs/build/html/auto_tutorials/ii-instrumental/i_witec.html
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@@ -266,7 +266,7 @@
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index 67d57a5..27bcc7a 100644
--- a/docs/build/html/auto_tutorials/ii-instrumental/ii_renishaw.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/ii-instrumental/iii_ocean_insight.html b/docs/build/html/auto_tutorials/ii-instrumental/iii_ocean_insight.html
index cc22fc5..4e280c5 100644
--- a/docs/build/html/auto_tutorials/ii-instrumental/iii_ocean_insight.html
+++ b/docs/build/html/auto_tutorials/ii-instrumental/iii_ocean_insight.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/ii-instrumental/iv_other.html b/docs/build/html/auto_tutorials/ii-instrumental/iv_other.html
index 20e6dec..4917d5f 100644
--- a/docs/build/html/auto_tutorials/ii-instrumental/iv_other.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iii-datasets/ii_rruff.html b/docs/build/html/auto_tutorials/iii-datasets/ii_rruff.html
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+++ b/docs/build/html/auto_tutorials/iii-datasets/ii_rruff.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iii-datasets/plot_i_bacteria.html b/docs/build/html/auto_tutorials/iii-datasets/plot_i_bacteria.html
index e7ac231..857da4b 100644
--- a/docs/build/html/auto_tutorials/iii-datasets/plot_i_bacteria.html
+++ b/docs/build/html/auto_tutorials/iii-datasets/plot_i_bacteria.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iii-datasets/plot_ii_metrics.html b/docs/build/html/auto_tutorials/iii-datasets/plot_ii_metrics.html
index 2168ef6..7a21040 100644
--- a/docs/build/html/auto_tutorials/iii-datasets/plot_ii_metrics.html
+++ b/docs/build/html/auto_tutorials/iii-datasets/plot_ii_metrics.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iii-datasets/sg_execution_times.html b/docs/build/html/auto_tutorials/iii-datasets/sg_execution_times.html
index 1f7f83f..9c3066f 100644
--- a/docs/build/html/auto_tutorials/iii-datasets/sg_execution_times.html
+++ b/docs/build/html/auto_tutorials/iii-datasets/sg_execution_times.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/index.html b/docs/build/html/auto_tutorials/index.html
index ed8647a..01aa906 100644
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_i_spectra.html b/docs/build/html/auto_tutorials/iv-viz/plot_i_spectra.html
index 9417e99..ce001ed 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_i_spectra.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_i_spectra.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_ii_peaks.html b/docs/build/html/auto_tutorials/iv-viz/plot_ii_peaks.html
index 11ac819..bbb7987 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_ii_peaks.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_ii_peaks.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_ii_spectra_mean.html b/docs/build/html/auto_tutorials/iv-viz/plot_ii_spectra_mean.html
index f0bfce5..543ec80 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_ii_spectra_mean.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_ii_spectra_mean.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_iii_image.html b/docs/build/html/auto_tutorials/iv-viz/plot_iii_image.html
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--- a/docs/build/html/auto_tutorials/iv-viz/plot_iii_image.html
+++ b/docs/build/html/auto_tutorials/iv-viz/plot_iii_image.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_iv_volume.html b/docs/build/html/auto_tutorials/iv-viz/plot_iv_volume.html
index 68eb9fd..d685956 100644
--- a/docs/build/html/auto_tutorials/iv-viz/plot_iv_volume.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_v_peak_dist.html b/docs/build/html/auto_tutorials/iv-viz/plot_v_peak_dist.html
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--- a/docs/build/html/auto_tutorials/iv-viz/plot_v_peak_dist.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iv-viz/plot_vi_customisation.html b/docs/build/html/auto_tutorials/iv-viz/plot_vi_customisation.html
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--- a/docs/build/html/auto_tutorials/iv-viz/plot_vi_customisation.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/iv-viz/sg_execution_times.html b/docs/build/html/auto_tutorials/iv-viz/sg_execution_times.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/plot_i_predefined_methods.html b/docs/build/html/auto_tutorials/v-preprocessing/plot_i_predefined_methods.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/plot_ii_custom_method.html b/docs/build/html/auto_tutorials/v-preprocessing/plot_ii_custom_method.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/plot_iii_custom_pipeline.html b/docs/build/html/auto_tutorials/v-preprocessing/plot_iii_custom_pipeline.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/plot_iv_predefined_pipeline.html b/docs/build/html/auto_tutorials/v-preprocessing/plot_iv_predefined_pipeline.html
index 4f403bb..0fc2f70 100644
--- a/docs/build/html/auto_tutorials/v-preprocessing/plot_iv_predefined_pipeline.html
+++ b/docs/build/html/auto_tutorials/v-preprocessing/plot_iv_predefined_pipeline.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/v-preprocessing/sg_execution_times.html b/docs/build/html/auto_tutorials/v-preprocessing/sg_execution_times.html
index 3a3824c..21ec46a 100644
--- a/docs/build/html/auto_tutorials/v-preprocessing/sg_execution_times.html
+++ b/docs/build/html/auto_tutorials/v-preprocessing/sg_execution_times.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_i_decomposition.html b/docs/build/html/auto_tutorials/vi-analysis/plot_i_decomposition.html
index ad21dce..4280326 100644
--- a/docs/build/html/auto_tutorials/vi-analysis/plot_i_decomposition.html
+++ b/docs/build/html/auto_tutorials/vi-analysis/plot_i_decomposition.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_ii_kmeans.html b/docs/build/html/auto_tutorials/vi-analysis/plot_ii_kmeans.html
index 6d41ced..41ef0e6 100644
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_iii_unmixing.html b/docs/build/html/auto_tutorials/vi-analysis/plot_iii_unmixing.html
index 0ca1038..6321f1d 100644
--- a/docs/build/html/auto_tutorials/vi-analysis/plot_iii_unmixing.html
+++ b/docs/build/html/auto_tutorials/vi-analysis/plot_iii_unmixing.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_iv_integrative_svm.html b/docs/build/html/auto_tutorials/vi-analysis/plot_iv_integrative_svm.html
index 05617e1..a7bc0f8 100644
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/plot_v_integrative_nn.html b/docs/build/html/auto_tutorials/vi-analysis/plot_v_integrative_nn.html
index 044d5f8..b634da0 100644
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vi-analysis/sg_execution_times.html b/docs/build/html/auto_tutorials/vi-analysis/sg_execution_times.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vii-synth/plot_i_endmembers.html b/docs/build/html/auto_tutorials/vii-synth/plot_i_endmembers.html
index ea98f86..6b269d2 100644
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/auto_tutorials/vii-synth/sg_execution_times.html b/docs/build/html/auto_tutorials/vii-synth/sg_execution_times.html
index 2cb1660..bb0fe96 100644
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/data_classes.html b/docs/build/html/data_classes.html
index 7eda61c..e3bcde6 100644
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/datasets.html b/docs/build/html/datasets.html
index 2f47f38..661497a 100644
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diff --git a/docs/build/html/examples/README.html b/docs/build/html/examples/README.html
index 4bd163e..485b2b0 100644
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/cluster/ramanspy.analysis.cluster.KMeans.html b/docs/build/html/generated/analysis/cluster/ramanspy.analysis.cluster.KMeans.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.ICA.html b/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.ICA.html
index c39c14a..9586907 100644
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.NMF.html b/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.NMF.html
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--- a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.NMF.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.PCA.html b/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.PCA.html
index a6696ca..6b56ec4 100644
--- a/docs/build/html/generated/analysis/decompose/ramanspy.analysis.decompose.PCA.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.FIPPI.html b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.FIPPI.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.NFINDR.html b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.NFINDR.html
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+++ b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.NFINDR.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.PPI.html b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.PPI.html
index 4e011d8..9c5450f 100644
--- a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.PPI.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.VCA.html b/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.VCA.html
index 8844e24..b987aa9 100644
--- a/docs/build/html/generated/analysis/unmix/ramanspy.analysis.unmix.VCA.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.AIRPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.AIRPLS.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ARPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ARPLS.html
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--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ARPLS.html
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@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASLS.html
index 9164251..476150f 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASLS.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASPLS.html
index 7627f67..7881e2a 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASPLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ASPLS.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.CornerCutting.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.CornerCutting.html
index b5dae0b..b2662b3 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.CornerCutting.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.CornerCutting.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.DRPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.DRPLS.html
index 2250ee1..5aa43fd 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.DRPLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.DRPLS.html
@@ -266,7 +266,7 @@
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.FABC.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.FABC.html
index e2139ea..d733ab3 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.FABC.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.FABC.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html
index 1c3cc07..ec01174 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Goldindec.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IARPLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IARPLS.html
index 4da4d74..375d007 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IARPLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IARPLS.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IASLS.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IASLS.html
index dfd8099..829ba28 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IASLS.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IASLS.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IRSQR.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IRSQR.html
index 5dd130a..7c6c8f5 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IRSQR.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.IRSQR.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html
index cf5b17a..6f55781 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.ModPoly.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html
index 06a0674..e99d8d9 100644
--- a/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html
+++ b/docs/build/html/generated/prepprocessing/baseline/ramanspy.preprocessing.baseline.Poly.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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diff --git a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Gaussian.html b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Gaussian.html
index ee11ab1..61f6dda 100644
--- a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Gaussian.html
+++ b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Gaussian.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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diff --git a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Kernel.html b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Kernel.html
index 8645e5c..ad2be1e 100644
--- a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Kernel.html
+++ b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Kernel.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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diff --git a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.SavGol.html b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.SavGol.html
index e4caf82..d22f09a 100644
--- a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.SavGol.html
+++ b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.SavGol.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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diff --git a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Whittaker.html b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Whittaker.html
index da920dc..b872bf0 100644
--- a/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Whittaker.html
+++ b/docs/build/html/generated/prepprocessing/denoising/ramanspy.preprocessing.denoise.Whittaker.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/despiking/ramanspy.preprocessing.despike.WhitakerHayes.html b/docs/build/html/generated/prepprocessing/despiking/ramanspy.preprocessing.despike.WhitakerHayes.html
index cbec464..05b86f8 100644
--- a/docs/build/html/generated/prepprocessing/despiking/ramanspy.preprocessing.despike.WhitakerHayes.html
+++ b/docs/build/html/generated/prepprocessing/despiking/ramanspy.preprocessing.despike.WhitakerHayes.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.BackgroundSubtractor.html b/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.BackgroundSubtractor.html
index cd39fd2..3c699fb 100644
--- a/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.BackgroundSubtractor.html
+++ b/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.BackgroundSubtractor.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.Cropper.html b/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.Cropper.html
index c775734..ce54c59 100644
--- a/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.Cropper.html
+++ b/docs/build/html/generated/prepprocessing/misc/ramanspy.preprocessing.misc.Cropper.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.AUC.html b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.AUC.html
index 70ab78d..a79cef9 100644
--- a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.AUC.html
+++ b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.AUC.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MaxIntensity.html b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MaxIntensity.html
index 7a96ce4..8365b31 100644
--- a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MaxIntensity.html
+++ b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MaxIntensity.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MinMax.html b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MinMax.html
index ef37611..03683aa 100644
--- a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MinMax.html
+++ b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.MinMax.html
@@ -266,7 +266,7 @@
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+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.Vector.html b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.Vector.html
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--- a/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.Vector.html
+++ b/docs/build/html/generated/prepprocessing/norm/ramanspy.preprocessing.normalise.Vector.html
@@ -266,7 +266,7 @@
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 </div>
diff --git a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.bergholt2016.html b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.bergholt2016.html
index 3c40e4f..98193d1 100644
--- a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.bergholt2016.html
+++ b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.bergholt2016.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P1.html b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P1.html
index f9806d8..72c28e7 100644
--- a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P1.html
+++ b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P1.html
@@ -266,7 +266,7 @@
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 <ul>
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P3.html b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P3.html
index 2885084..80e9746 100644
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+++ b/docs/build/html/generated/prepprocessing/protocols/ramanspy.preprocessing.protocols.georgiev2023_P3.html
@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/genindex.html b/docs/build/html/genindex.html
index 0dd085b..971f79d 100644
--- a/docs/build/html/genindex.html
+++ b/docs/build/html/genindex.html
@@ -264,7 +264,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/index.html b/docs/build/html/index.html
index 5a5f586..941b53f 100644
--- a/docs/build/html/index.html
+++ b/docs/build/html/index.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
@@ -308,6 +308,10 @@ <h1><cite>RamanSPy</cite><a class="headerlink" href="#ramanspy" title="Link to t
 <div class="line-block">
 <div class="line"><br /></div>
 </div>
+<a class="reference internal image-reference" href="_images/ramanspy_graphical_abstract.png"><img alt="Overview of RamanSPy's functionalities" class="align-center" src="_images/ramanspy_graphical_abstract.png" style="width: 600px;" /></a>
+<div class="line-block">
+<div class="line"><br /></div>
+</div>
 <section id="key-features">
 <h2>Key features<a class="headerlink" href="#key-features" title="Link to this heading"></a></h2>
 <ul class="simple">
@@ -317,11 +321,11 @@ <h2>Key features<a class="headerlink" href="#key-features" title="Link to this h
 <li><p>Preprocessing pipelining</p></li>
 <li><p>Preprocessing protocols</p></li>
 <li><p>Analysis methods</p></li>
+<li><p>AI and ML integration</p></li>
 <li><p>Visualisation tools</p></li>
-<li><p>AI integration</p></li>
 <li><p>Datasets</p></li>
+<li><p>Synthetic data generator</p></li>
 <li><p>Metrics</p></li>
-<li><p>Synthetic data generator (<strong>new in versions &gt;= 0.2.0</strong>)</p></li>
 </ul>
 <div class="line-block">
 <div class="line"><br /></div>
@@ -339,7 +343,19 @@ <h2>Getting started<a class="headerlink" href="#getting-started" title="Link to
 <section id="credits">
 <h2>Credits<a class="headerlink" href="#credits" title="Link to this heading"></a></h2>
 <p>If you use this package for your research, please cite our paper:</p>
-<p><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Georgiev, D., Pedersen, S., Xie, R., Fernández-Galiana, Á., Stevens, M., &amp; Barahona, M. (2023). RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ChemRxiv. doi:10.26434/chemrxiv-2023-m3xlm</a></p>
+<p><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ACS Analytical Chemistry 2024, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383</a></p>
+<div class="highlight-latex notranslate"><div class="highlight"><pre><span></span>@article<span class="nb">{</span>georgiev2024ramanspy,
+    title=<span class="nb">{</span>RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis<span class="nb">}</span>,
+    author=<span class="nb">{</span>Georgiev, Dimitar and Pedersen, Simon Vilms and Xie, Ruoxiao and Fern<span class="nb">{</span><span class="k">\&#39;</span>a<span class="nb">}</span>ndez-Galiana, Alvaro and Stevens, Molly M and Barahona, Mauricio<span class="nb">}</span>,
+    journal=<span class="nb">{</span>Analytical Chemistry<span class="nb">}</span>,
+    volume=<span class="nb">{</span>96<span class="nb">}</span>,
+    number=<span class="nb">{</span>21<span class="nb">}</span>,
+    pages=<span class="nb">{</span>8492-8500<span class="nb">}</span>,
+    year=<span class="nb">{</span>2024<span class="nb">}</span>,
+    doi=<span class="nb">{</span>10.1021/acs.analchem.4c00383<span class="nb">}</span>
+<span class="nb">}</span>
+</pre></div>
+</div>
 <div class="line-block">
 <div class="line"><br /></div>
 </div>
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index cb3dfde..33b3f20 100644
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/loading.html b/docs/build/html/loading.html
index bbffa83..a111154 100644
--- a/docs/build/html/loading.html
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/metrics.html b/docs/build/html/metrics.html
index 171cbfc..89f91b6 100644
--- a/docs/build/html/metrics.html
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@@ -266,7 +266,7 @@
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
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diff --git a/docs/build/html/overview.html b/docs/build/html/overview.html
index 4e7f8c4..21d2bca 100644
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
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diff --git a/docs/build/html/plot.html b/docs/build/html/plot.html
index a8d76d1..745075e 100644
--- a/docs/build/html/plot.html
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-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
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index 21c937a..60b5bca 100644
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(class in ramanspy.preprocessing.baseline)": [[62, "ramanspy.preprocessing.baseline.IARPLS"]], "__init__() (ramanspy.preprocessing.baseline.iarpls method)": [[62, "ramanspy.preprocessing.baseline.IARPLS.__init__"]], "iasls (class in ramanspy.preprocessing.baseline)": [[63, "ramanspy.preprocessing.baseline.IASLS"]], "__init__() (ramanspy.preprocessing.baseline.iasls method)": [[63, "ramanspy.preprocessing.baseline.IASLS.__init__"]], "imodpoly (class in ramanspy.preprocessing.baseline)": [[64, "ramanspy.preprocessing.baseline.IModPoly"]], "__init__() (ramanspy.preprocessing.baseline.imodpoly method)": [[64, "ramanspy.preprocessing.baseline.IModPoly.__init__"]], "irsqr (class in ramanspy.preprocessing.baseline)": [[65, "ramanspy.preprocessing.baseline.IRSQR"]], "__init__() (ramanspy.preprocessing.baseline.irsqr method)": [[65, "ramanspy.preprocessing.baseline.IRSQR.__init__"]], "modpoly (class in ramanspy.preprocessing.baseline)": [[66, "ramanspy.preprocessing.baseline.ModPoly"]], "__init__() (ramanspy.preprocessing.baseline.modpoly method)": [[66, "ramanspy.preprocessing.baseline.ModPoly.__init__"]], "penalisedpoly (class in ramanspy.preprocessing.baseline)": [[67, "ramanspy.preprocessing.baseline.PenalisedPoly"]], "__init__() (ramanspy.preprocessing.baseline.penalisedpoly method)": [[67, "ramanspy.preprocessing.baseline.PenalisedPoly.__init__"]], "poly (class in ramanspy.preprocessing.baseline)": [[68, "ramanspy.preprocessing.baseline.Poly"]], "__init__() (ramanspy.preprocessing.baseline.poly method)": [[68, "ramanspy.preprocessing.baseline.Poly.__init__"]], "gaussian (class in ramanspy.preprocessing.denoise)": [[69, "ramanspy.preprocessing.denoise.Gaussian"]], "__init__() (ramanspy.preprocessing.denoise.gaussian method)": [[69, "ramanspy.preprocessing.denoise.Gaussian.__init__"]], "kernel (class in ramanspy.preprocessing.denoise)": [[70, "ramanspy.preprocessing.denoise.Kernel"]], "__init__() (ramanspy.preprocessing.denoise.kernel method)": [[70, "ramanspy.preprocessing.denoise.Kernel.__init__"]], "savgol (class in ramanspy.preprocessing.denoise)": [[71, "ramanspy.preprocessing.denoise.SavGol"]], "__init__() (ramanspy.preprocessing.denoise.savgol method)": [[71, "ramanspy.preprocessing.denoise.SavGol.__init__"]], "whittaker (class in ramanspy.preprocessing.denoise)": [[72, "ramanspy.preprocessing.denoise.Whittaker"]], "__init__() (ramanspy.preprocessing.denoise.whittaker method)": [[72, "ramanspy.preprocessing.denoise.Whittaker.__init__"]], "whitakerhayes (class in ramanspy.preprocessing.despike)": [[73, "ramanspy.preprocessing.despike.WhitakerHayes"]], "__init__() (ramanspy.preprocessing.despike.whitakerhayes method)": [[73, "ramanspy.preprocessing.despike.WhitakerHayes.__init__"]], "backgroundsubtractor (class in ramanspy.preprocessing.misc)": [[74, "ramanspy.preprocessing.misc.BackgroundSubtractor"]], "__init__() (ramanspy.preprocessing.misc.backgroundsubtractor method)": [[74, "ramanspy.preprocessing.misc.BackgroundSubtractor.__init__"]], "cropper (class in ramanspy.preprocessing.misc)": [[75, "ramanspy.preprocessing.misc.Cropper"]], "__init__() (ramanspy.preprocessing.misc.cropper method)": [[75, "ramanspy.preprocessing.misc.Cropper.__init__"]], "auc (class in ramanspy.preprocessing.normalise)": [[76, "ramanspy.preprocessing.normalise.AUC"]], "__init__() (ramanspy.preprocessing.normalise.auc method)": [[76, "ramanspy.preprocessing.normalise.AUC.__init__"]], "maxintensity (class in ramanspy.preprocessing.normalise)": [[77, "ramanspy.preprocessing.normalise.MaxIntensity"]], "__init__() (ramanspy.preprocessing.normalise.maxintensity method)": [[77, "ramanspy.preprocessing.normalise.MaxIntensity.__init__"]], "minmax (class in ramanspy.preprocessing.normalise)": [[78, "ramanspy.preprocessing.normalise.MinMax"]], "__init__() (ramanspy.preprocessing.normalise.minmax method)": [[78, "ramanspy.preprocessing.normalise.MinMax.__init__"]], "vector (class in ramanspy.preprocessing.normalise)": [[79, "ramanspy.preprocessing.normalise.Vector"]], "__init__() (ramanspy.preprocessing.normalise.vector method)": [[79, "ramanspy.preprocessing.normalise.Vector.__init__"]], "bergholt2016() (in module ramanspy.preprocessing.protocols)": [[80, "ramanspy.preprocessing.protocols.bergholt2016"]], "georgiev2023_p1() (in module ramanspy.preprocessing.protocols)": [[81, "ramanspy.preprocessing.protocols.georgiev2023_P1"]], "georgiev2023_p3() (in module ramanspy.preprocessing.protocols)": [[82, "ramanspy.preprocessing.protocols.georgiev2023_P3"]], "labspec() (in module ramanspy.load)": [[85, "ramanspy.load.labspec"]], "ocean_insight() (in module ramanspy.load)": [[85, "ramanspy.load.ocean_insight"]], "renishaw() (in module ramanspy.load)": [[85, "ramanspy.load.renishaw"]], "witec() (in module ramanspy.load)": [[85, "ramanspy.load.witec"]], "mae() (in module ramanspy.metrics)": [[86, "ramanspy.metrics.MAE"]], "mse() (in module ramanspy.metrics)": [[86, "ramanspy.metrics.MSE"]], "rmse() (in module ramanspy.metrics)": [[86, "ramanspy.metrics.RMSE"]], "sad() (in module ramanspy.metrics)": [[86, "ramanspy.metrics.SAD"]], "sid() (in module ramanspy.metrics)": [[86, "ramanspy.metrics.SID"]], "image() (in module ramanspy.plot)": [[88, "ramanspy.plot.image"]], "mean_spectra() (in module ramanspy.plot)": [[88, "ramanspy.plot.mean_spectra"]], "peak_dist() (in module ramanspy.plot)": [[88, "ramanspy.plot.peak_dist"]], "peaks() (in module ramanspy.plot)": [[88, "ramanspy.plot.peaks"]], "spectra() (in module ramanspy.plot)": [[88, "ramanspy.plot.spectra"]], "volume() (in module ramanspy.plot)": [[88, "ramanspy.plot.volume"]], "pipeline (class in ramanspy.preprocessing)": [[89, "ramanspy.preprocessing.Pipeline"]], "preprocessingstep (class in ramanspy.preprocessing)": [[89, "ramanspy.preprocessing.PreprocessingStep"]], "append() (ramanspy.preprocessing.pipeline method)": [[89, "ramanspy.preprocessing.Pipeline.append"]], "apply() (ramanspy.preprocessing.pipeline method)": [[89, "ramanspy.preprocessing.Pipeline.apply"]], "apply() (ramanspy.preprocessing.preprocessingstep method)": [[89, "ramanspy.preprocessing.PreprocessingStep.apply"]], "extend() (ramanspy.preprocessing.pipeline method)": [[89, "ramanspy.preprocessing.Pipeline.extend"]], "insert() (ramanspy.preprocessing.pipeline method)": [[89, "ramanspy.preprocessing.Pipeline.insert"]], "pop() (ramanspy.preprocessing.pipeline method)": [[89, "ramanspy.preprocessing.Pipeline.pop"]], "generate_abundance_scene() (in module ramanspy.synth)": [[90, "ramanspy.synth.generate_abundance_scene"]], "generate_mixture_image() (in module ramanspy.synth)": [[90, "ramanspy.synth.generate_mixture_image"]], "generate_spectra() (in module ramanspy.synth)": [[90, "ramanspy.synth.generate_spectra"]], "mix() (in module ramanspy.synth)": [[90, "ramanspy.synth.mix"]]}})
\ No newline at end of file
diff --git a/docs/build/html/synth.html b/docs/build/html/synth.html
index dc7fcac..1ed4e06 100644
--- a/docs/build/html/synth.html
+++ b/docs/build/html/synth.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/README.html b/docs/build/html/tutorials/README.html
index a5c6fcf..4d63fd2 100644
--- a/docs/build/html/tutorials/README.html
+++ b/docs/build/html/tutorials/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/i-classes/README.html b/docs/build/html/tutorials/i-classes/README.html
index 38a530f..6813846 100644
--- a/docs/build/html/tutorials/i-classes/README.html
+++ b/docs/build/html/tutorials/i-classes/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/ii-instrumental/README.html b/docs/build/html/tutorials/ii-instrumental/README.html
index dc11bd3..3c59528 100644
--- a/docs/build/html/tutorials/ii-instrumental/README.html
+++ b/docs/build/html/tutorials/ii-instrumental/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/iii-datasets/README.html b/docs/build/html/tutorials/iii-datasets/README.html
index 8b3eb2c..2af6b75 100644
--- a/docs/build/html/tutorials/iii-datasets/README.html
+++ b/docs/build/html/tutorials/iii-datasets/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/iv-viz/README.html b/docs/build/html/tutorials/iv-viz/README.html
index a21f1de..68b0c11 100644
--- a/docs/build/html/tutorials/iv-viz/README.html
+++ b/docs/build/html/tutorials/iv-viz/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/v-preprocessing/README.html b/docs/build/html/tutorials/v-preprocessing/README.html
index edcef28..3eb616a 100644
--- a/docs/build/html/tutorials/v-preprocessing/README.html
+++ b/docs/build/html/tutorials/v-preprocessing/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/vi-analysis/README.html b/docs/build/html/tutorials/vi-analysis/README.html
index ab280c1..1fd8e1a 100644
--- a/docs/build/html/tutorials/vi-analysis/README.html
+++ b/docs/build/html/tutorials/vi-analysis/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/build/html/tutorials/vii-synth/README.html b/docs/build/html/tutorials/vii-synth/README.html
index 0bdcbb1..f3ffb21 100644
--- a/docs/build/html/tutorials/vii-synth/README.html
+++ b/docs/build/html/tutorials/vii-synth/README.html
@@ -266,7 +266,7 @@
 <p class="caption" role="heading"><span class="caption-text">Links</span></p>
 <ul>
 <li class="toctree-l1"><a class="reference external" href="https://github.com/barahona-research-group/RamanSPy">GitHub repository</a></li>
-<li class="toctree-l1"><a class="reference external" href="https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51">Paper</a></li>
+<li class="toctree-l1"><a class="reference external" href="https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383">Paper</a></li>
 </ul>
 
 </div>
diff --git a/docs/source/auto_tutorials/ii-instrumental/i_witec_codeobj.pickle b/docs/source/auto_tutorials/ii-instrumental/i_witec_codeobj.pickle
index 52ac4bf..a626766 100644
Binary files a/docs/source/auto_tutorials/ii-instrumental/i_witec_codeobj.pickle and b/docs/source/auto_tutorials/ii-instrumental/i_witec_codeobj.pickle differ
diff --git a/docs/source/auto_tutorials/ii-instrumental/iv_other_codeobj.pickle b/docs/source/auto_tutorials/ii-instrumental/iv_other_codeobj.pickle
index 73253b9..4da89ac 100644
Binary files a/docs/source/auto_tutorials/ii-instrumental/iv_other_codeobj.pickle and b/docs/source/auto_tutorials/ii-instrumental/iv_other_codeobj.pickle differ
diff --git a/docs/source/images/ramanspy_graphical_abstract.png b/docs/source/images/ramanspy_graphical_abstract.png
new file mode 100644
index 0000000..4a5c21f
Binary files /dev/null and b/docs/source/images/ramanspy_graphical_abstract.png differ
diff --git a/docs/source/index.rst b/docs/source/index.rst
index 7e554c0..93c82c7 100644
--- a/docs/source/index.rst
+++ b/docs/source/index.rst
@@ -6,6 +6,13 @@ day-to-day analyses, research applications, as well as the development and valid
 
 |
 
+.. image:: images/ramanspy_graphical_abstract.png
+  :width: 600
+  :align: center
+  :alt: Overview of RamanSPy's functionalities
+
+|
+
 Key features
 -----------------
 - Common data format
@@ -14,11 +21,11 @@ Key features
 - Preprocessing pipelining
 - Preprocessing protocols
 - Analysis methods
+- AI and ML integration
 - Visualisation tools
-- AI integration
 - Datasets
+- Synthetic data generator
 - Metrics
-- Synthetic data generator (**new in versions >= 0.2.0**)
 
 |
 
@@ -34,7 +41,20 @@ Credits
 -----------------
 If you use this package for your research, please cite our paper:
 
-`Georgiev, D., Pedersen, S., Xie, R., Fernández-Galiana, Á., Stevens, M., & Barahona, M. (2023). RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ChemRxiv. doi:10.26434/chemrxiv-2023-m3xlm <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>`_
+`Georgiev, D.; Pedersen, S. V.; Xie, R.; Fernández-Galiana, Á.; Stevens, M. M.; Barahona, M. RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis. ACS Analytical Chemistry 2024, 96(21), 8492-8500, DOI: 10.1021/acs.analchem.4c00383 <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>`_
+
+.. code-block:: latex
+
+    @article{georgiev2024ramanspy,
+        title={RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis},
+        author={Georgiev, Dimitar and Pedersen, Simon Vilms and Xie, Ruoxiao and Fern{\'a}ndez-Galiana, Alvaro and Stevens, Molly M and Barahona, Mauricio},
+        journal={Analytical Chemistry},
+        volume={96},
+        number={21},
+        pages={8492-8500},
+        year={2024},
+        doi={10.1021/acs.analchem.4c00383}
+    }
 
 |
 
@@ -88,4 +108,4 @@ Also, if you find *RamanSPy* useful, please consider leaving a star on GitHub:
    :hidden:
 
    GitHub repository <https://github.com/barahona-research-group/RamanSPy>
-   Paper <https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51>
\ No newline at end of file
+   Paper <https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383>
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
index 8b48046..269b2a0 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,7 @@ build-backend = "setuptools.build_meta"
 
 [project]
 name = "ramanspy"
-version = "0.2.9"
+version = "0.2.10"
 description = "RamanSPy: An open-source Python package for integrative Raman spectroscopy data analysis"
 readme = "README.md"
 authors = [{ name = "Dimitar Georgiev", email = "d.georgiev21@imperial.ac.uk" }]
@@ -43,7 +43,7 @@ requires-python = ">=3.8"
 [project.urls]
 Documentation = "https://ramanspy.readthedocs.io"
 Source = "https://github.com/barahona-research-group/RamanSPy"
-Preprint = "https://chemrxiv.org/engage/chemrxiv/article-details/64a53861ba3e99daef8c9c51"
+Paper = "https://pubs.acs.org/doi/10.1021/acs.analchem.4c00383"
 
 [options.packages.find]
 where = "src"