Feature/issue 266/update citation (#267)

* Adding some citation stuff + JOSS badge

* Update index.rst

* [pre-commit.ci] auto fixes from pre-commit.com hooks

for more information, see https://pre-commit.ci

* Update index.rst

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Co-authored-by: pre-commit-ci[bot] <66853113+pre-commit-ci[bot]@users.noreply.github.com>

Author: Asanto32

CITATION.cff

@@ -0,0 +1,56 @@
+cff-version: "1.2.0"
+authors:
+- family-names: Santorelli
+  given-names: Adam
+  orcid: "https://orcid.org/0000-0002-8951-4619"
+- family-names: Perez
+  given-names: Freymon
+- family-names: Wael
+  given-names: Reinder Vos
+  name-particle: de
+- family-names: Rupprecht
+  given-names: Florian
+- family-names: d'Antonio-Bertagnolli
+  given-names: John Vito
+- family-names: Franco
+  given-names: Alexandre
+- family-names: Kiar
+  given-names: Gregory
+  orcid: "https://orcid.org/0000-0001-8915-496X"
+doi: 10.5281/zenodo.17289865
+message: If you use this software, please cite our article in the
+  Journal of Open Source Software.
+preferred-citation:
+  authors:
+  - family-names: Santorelli
+    given-names: Adam
+    orcid: "https://orcid.org/0000-0002-8951-4619"
+  - family-names: Perez
+    given-names: Freymon
+  - family-names: Wael
+    given-names: Reinder Vos
+    name-particle: de
+  - family-names: Rupprecht
+    given-names: Florian
+  - family-names: d'Antonio-Bertagnolli
+    given-names: John Vito
+  - family-names: Franco
+    given-names: Alexandre
+  - family-names: Kiar
+    given-names: Gregory
+    orcid: "https://orcid.org/0000-0001-8915-496X"
+  date-published: 2025-10-28
+  doi: 10.21105/joss.08637
+  issn: 2475-9066
+  issue: 114
+  journal: Journal of Open Source Software
+  publisher:
+    name: Open Journals
+  start: 8637
+  title: "wristpy: Fast, User-Friendly Python Processing of Wrist-worn
+    Accelerometer Data"
+  type: article
+  url: "https://joss.theoj.org/papers/10.21105/joss.08637"
+  volume: 10
+title: "wristpy: Fast, User-Friendly Python Processing of Wrist-worn
+  Accelerometer Data"

README.md

@@ -1,4 +1,5 @@
 [![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.13883190.svg)](https://doi.org/10.5281/zenodo.13883190)
+[![status](https://joss.theoj.org/papers/88f3fdfdf621e967da12a9e8fde4785d/status.svg)](https://joss.theoj.org/papers/88f3fdfdf621e967da12a9e8fde4785d)
 
 # `wristpy` <picture>
   <source media="(prefers-color-scheme: dark)" srcset="https://media.githubusercontent.com/media/childmindresearch/wristpy/main/docs/source/_static/images/wristpy_logo_dark.png">

docs/source/index.rst

@@ -15,8 +15,8 @@ Wristpy Documentation
 
 |DOI| |Build| |codecov| |Ruff| |stability| |License| |docs|
 
-.. |DOI| image:: https://zenodo.org/badge/DOI/10.5281/zenodo.13883190.svg
-   :target: https://doi.org/10.5281/zenodo.13883190
+.. |DOI| image:: https://joss.theoj.org/papers/88f3fdfdf621e967da12a9e8fde4785d/status.svg
+   :target: https://joss.theoj.org/papers/88f3fdfdf621e967da12a9e8fde4785d
 
 .. |Build| image:: https://github.com/childmindresearch/wristpy/actions/workflows/test.yaml/badge.svg?branch=main
    :target: https://github.com/childmindresearch/wristpy/actions/workflows/test.yaml?query=branch%3Amain
@@ -50,8 +50,8 @@ How To Cite
 --------------
 If you use wristpy in your research, please cite the following paper:
 
-Santorelli A, Perez F, Vos de Wael R, Rupprecht F, d'Antonio-Bertagnolli JV,
-Franco A, Kiar G. *wristpy: Fast, User-Friendly Python Processing of Wrist-worn Accelerometer Data*. 2025. Under review. DOI: https://doi.org/10.5281/zenodo.13883190
+Santorelli, A., Perez, F., de Wael, R. V., Rupprecht, F., d'Antonio-Bertagnolli, J. V., Franco, A., & Kiar, G. (2025).
+"wristpy: Fast, User-Friendly Python Processing of Wrist-worn Accelerometer Data", Journal of Open Source Software, 10(114), 8637. https://doi.org/10.21105/joss.08637
 
 Reference
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