fix: update citation.md

Author: MilagrosMarin

src/about/citation.md

@@ -1,27 +1,65 @@
 # Citation Guidelines
 
-If your work uses the DataJoint Python, MATLAB, or Elements, please cite the
-respective manuscripts and Research Resource Identifiers (RRIDs).
+When your work uses the DataJoint Python, MATLAB, or Elements framework, please cite the
+respective manuscripts and include their associated Research Resource Identifiers
+(RRIDs). Proper citation helps credit the contributors and supports the broader
+scientific community by highlighting the tools used in research.
 
-## DataJoint Python and MATLAB
+## Citing DataJoint Elements
 
-- Yatsenko D, Reimer J, Ecker AS, Walker EY, Sinz F, Berens P, Hoenselaar A, Cotton
-  RJ, Siapas AS, Tolias AS. DataJoint: managing big scientific data using MATLAB or
-  Python. bioRxiv. 2015 Jan 1:031658. doi: https://doi.org/10.1101/031658
+If your work utilizes **DataJoint Elements**, please cite the following manuscript:
 
-- [RRID:SCR_014543](https://scicrunch.org/resolver/SCR_014543)
+- **Manuscript**: Yatsenko D, Nguyen T, Shen S, Gunalan K, Turner CA, Guzman R, Sasaki
+  M, Sitonic D, Reimer J, Walker EY, Tolias AS. DataJoint Elements: Data Workflows for
+  Neurophysiology. bioRxiv. 2021 Jan 1. doi: https://doi.org/10.1101/2021.03.30.437358
 
-## DataJoint Relational Model
+- **RRID**: [RRID:SCR_021894](https://scicrunch.org/resolver/SCR_021894)
 
-- Yatsenko D, Walker EY, Tolias AS. DataJoint: a simpler relational data model.
-  arXiv:1807.11104. 2018 Jul 29. doi: https://doi.org/10.48550/arXiv.1807.11104
+You should also cite the **DataJoint Core manuscript** detailed below.
 
-- [RRID:SCR_014543](https://scicrunch.org/resolver/SCR_014543)
+## Citing the DataJoint Relational Model
 
-## DataJoint Elements
+For any work relying on the **DataJoint Relational Model**, include the following
+citation:
 
-- Yatsenko D, Nguyen T, Shen S, Gunalan K, Turner CA, Guzman R, Sasaki M, Sitonic D,
-  Reimer J, Walker EY, Tolias AS. DataJoint Elements: Data Workflows for
-  Neurophysiology. bioRxiv. 2021 Jan 1. doi: https://doi.org/10.1101/2021.03.30.437358
+- **Manuscript**: Yatsenko D, Walker EY, Tolias AS. DataJoint: A simpler relational data
+  model. arXiv:1807.11104. 2018 Jul 29. doi: https://doi.org/10.48550/arXiv.1807.11104
+
+- **RRID**: [RRID:SCR_014543](https://scicrunch.org/resolver/SCR_014543)
+
+## Citing DataJoint Python and MATLAB
+
+For work using **DataJoint Python** or **DataJoint MATLAB**, cite the following
+manuscript:
+
+- **Manuscript**: Yatsenko D, Reimer J, Ecker AS, Walker EY, Sinz F, Berens P,
+  Hoenselaar A, Cotton RJ, Siapas AS, Tolias AS. DataJoint: Managing big scientific data
+  using MATLAB or Python. bioRxiv. 2015 Jan 1:031658. doi:
+  https://doi.org/10.1101/031658
+
+- **RRID**: [RRID:SCR_014543](https://scicrunch.org/resolver/SCR_014543)
+
+## Citing SciOps and Capability Maturity Model
+
+If your work references **SciOps** or the **Capability Maturity Model for Data-Intensive
+Research**, please use the following citation:
+
+- Manuscript: Johnson EC, Nguyen TT, Dichter BK, Zappulla F, Kosma M, Gunalan K,
+  Halchenko YO, Neufeld SQ, Schirner M, Ritter P, Martone ME. SciOps: Achieving
+  Productivity and Reliability in Data-Intensive Research. arXiv preprint
+  arXiv:2401.00077v2. 2024 Nov 6. (Under review)
+
+- **RRID**: TBD
+
+# Why Cite DataJoint?
+
+By citing DataJoint and its associated resources:
+
+You give credit to the authors and contributors who developed these tools.
+
+You help other researchers identify and use these tools effectively.
+
+You strengthen the visibility and impact of open-source tools in scientific research.
 
-- [RRID:SCR_021894](https://scicrunch.org/resolver/SCR_021894)
+For further questions or assistance with citations, please reach out to the DataJoint
+support team ([email protected]).