diff --git a/README.md b/README.md
index 728a0c1..8a01ec7 100644
--- a/README.md
+++ b/README.md
@@ -22,7 +22,7 @@ PyCharge was developed to allow both novice and experienced users model a wide r
 - Moving dipoles can be modelled by specifying the dipole's origin position as a function of time.
 - Parallelized version of the dipole simulation method using [mpi4py](https://mpi4py.readthedocs.io/en/stable/) to enable the parallel execution of computationally demanding simulations on high performance computing environments to significantly improve run time.
 
-Our computational physics paper introducing the PyCharge package is available on [arXiv](https://arxiv.org/abs/2107.12437) and includes an extensive review of the rich physics that govern the coupled dipole simulations.
+Our research paper, published in [Computational Physics Communications](https://doi.org/10.1016/j.cpc.2022.108291) and available on [arXiv](https://arxiv.org/abs/2107.12437), introduces the PyCharge package and provides a comprehensive review of the rich physics that govern the coupled dipole simulations.
 
 ## Documentation
 
@@ -99,7 +99,7 @@ We welcome all bug reports and suggestions for future features and enhancements,
 If you are using PyCharge for research purposes, we kindly request that you cite the following paper:
 
 M. Filipovich and S. Hughes, [PyCharge: An open-source Python package for self-consistent electrodynamics
-simulations of Lorentz oscillators and moving point charges](https://arxiv.org/abs/2107.12437), arXiv:2107.12437.
+simulations of Lorentz oscillators and moving point charges](https://doi.org/10.1016/j.cpc.2022.108291), Comput. Phys. Commun. 274, 108291 (2022).
 
 ## License
 
diff --git a/docs/docs_requirements.txt b/docs/docs_requirements.txt
index c8afedf..f87b787 100644
--- a/docs/docs_requirements.txt
+++ b/docs/docs_requirements.txt
@@ -1,6 +1,6 @@
 mkdocs-material==7.1.5
 python-markdown-math==0.8
-mkdocstrings==0.15.1
+mkdocstrings-python==1.10.3
 numpy==1.20.3
 dill==0.3.3
 scipy==1.6.3
diff --git a/docs/index.md b/docs/index.md
index 8347cbe..99389d3 100644
--- a/docs/index.md
+++ b/docs/index.md
@@ -16,7 +16,7 @@ PyCharge was developed to allow both novice and experienced users model a wide r
 - Moving dipoles can be modelled by specifying the dipole's origin position as a function of time.
 - Parallelized version of the dipole simulation method using [mpi4py](https://mpi4py.readthedocs.io/en/stable/) to enable the parallel execution of computationally demanding simulations on high performance computing environments to significantly improve run time.
 
-Our computational physics paper introducing the PyCharge package was published in [Computer Physics Communications](https://doi.org/10.1016/j.cpc.2022.108291) and is also available on [arXiv](https://arxiv.org/abs/2107.12437). The paper includes an extensive review of the rich physics that govern the coupled dipole simulations.
+Our research paper, published in [Computational Physics Communications](https://doi.org/10.1016/j.cpc.2022.108291) and available on [arXiv](https://arxiv.org/abs/2107.12437), introduces the PyCharge package and provides a comprehensive review of the rich physics that govern the coupled dipole simulations.
 
 ## Usage
 
@@ -76,7 +76,7 @@ We welcome all bug reports and suggestions for future features and enhancements,
 If you are using PyCharge for research purposes, we kindly request that you cite the following paper:
 
 M. Filipovich and S. Hughes, [PyCharge: An open-source Python package for self-consistent electrodynamics
-simulations of Lorentz oscillators and moving point charges](https://arxiv.org/abs/2107.12437), Comput. Phys. Commun. 274, 108291 (2022).
+simulations of Lorentz oscillators and moving point charges](https://doi.org/10.1016/j.cpc.2022.108291), Comput. Phys. Commun. 274, 108291 (2022).
 
 ## License
 
diff --git a/readthedocs.yaml b/readthedocs.yaml
index 4f74de9..414d193 100644
--- a/readthedocs.yaml
+++ b/readthedocs.yaml
@@ -1,9 +1,15 @@
 version: 2
 
+# Optional: Specify build environment details
+build:
+  os: "ubuntu-22.04"
+  tools:
+    python: "3.7"
+
 python:
   version: 3.7
   install:
     - requirements: docs/docs_requirements.txt
 
 mkdocs:
-  configuration: mkdocs.yml
+  configuration: mkdocs.yml
\ No newline at end of file