Citing Dorieh

Preferred citation: the book

The methodology behind Dorieh is developed in the companion monograph. If you use the platform or its ideas in academic work, please cite the book:

Bouzinier, M., Etin, D., Khoshnevis, N., Shad, M., Yockel, S. (2026). Research Data that Can be Trusted. SpringerBriefs in Computer Science. Springer. https://doi.org/10.1007/978-3-032-21032-6

@book{bouzinier2026trusted,
  author    = {Bouzinier, Michael and Etin, Dmitry and Khoshnevis, Naeem
               and Shad, Max and Yockel, Scott},
  title     = {Research Data that Can be Trusted},
  series    = {SpringerBriefs in Computer Science},
  publisher = {Springer},
  year      = {2026},
  isbn      = {978-3-032-21031-9},
  doi       = {10.1007/978-3-032-21032-6}
}

Individual chapters have their own DOIs (10.1007/978-3-032-21032-6_1 … _14); the chapters describing the platform implementation are:

Chapter

Title

DOI

6

Proof of Concept Implementation

10.1007/978-3-032-21032-6_6

7

Sample Application: Building ML-Ready Datasets

10.1007/978-3-032-21032-6_7

8

Dorieh Medicare Claims Data Pipeline

10.1007/978-3-032-21032-6_8

See About the companion book for how the book’s chapters map to the pages of this documentation.

Citing the software itself

To reference a specific release of the code (for example, to state exactly which version produced a result), use the software archive on Zenodo. Every GitHub release of Dorieh is archived there.

  • Concept DOI (always resolves to the latest archived release — cite it when referring to Dorieh as an evolving project): 10.5281/zenodo.22728722

  • Version DOI (one per release — cite it when the exact code matters, e.g. reproducibility of a specific analysis); for release 0.5.1 it is 10.5281/zenodo.22728723, and the DOI for any other release is listed on the concept DOI’s landing page.

The DOI badge in the repository README always points at the latest archived release. The repository’s CITATION.cff powers GitHub’s Cite this repository button with the same information.

The package is distributed on PyPI as dorieh.

Citing the tutorials

The climate pipeline tutorial and the Medicare tutorial complement, respectively, chapters 7 and 8 of the book. Unlike the book, they continue to evolve with the platform. When they are published as citable lessons, their DOIs will be listed here; until then, cite the book chapter together with the software DOI.

Citing the synthetic dataset

The synthetic Medicare-like dataset used by the examples is published on Zenodo under concept DOI 10.5281/zenodo.18915557, which always resolves to the newest version. Cite the version DOI shown on the Zenodo landing page for the specific version you used.