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Citing ξ Dark Energy

ξ Dark Energy is an exploratory cosmology project comparing ΛCDM, CPL, and an oscillatory dark-energy extension using Type Ia supernovae and BAO measurements.

Current status

This project is exploratory and should not be cited as evidence for a new cosmological model. It can be cited as a research-code and methodology project, especially for portfolio, documentation, and reproducibility purposes.


Provisional citation​

Use this citation for the current documentation and codebase:

@misc{baker_xi_dark_energy_2026,
author = {Baker, Alex},
title = {{\(\xi\)} Dark Energy: Exploratory BAO and Supernova MCMC Constraints},
year = {2026},
howpublished = {\url{https://phd-brown.github.io/research-docs/docs/xi-dark-energy/}},
note = {Exploratory research documentation and reproducible cosmology pipeline}
}

Plain-text format​

Baker, A. (2026). ξ Dark Energy: Exploratory BAO and Supernova MCMC Constraints. Exploratory research documentation and reproducible cosmology pipeline.


How to describe the project​

Recommended wording:

ξ Dark Energy is an exploratory cosmology pipeline that compares ΛCDM, CPL, and an oscillatory dark-energy parameterization using Pantheon+SH0ES supernovae and DESI DR2 BAO data. The project emphasizes reproducible MCMC inference, diagnostic transparency, and explicit caveats.

Avoid wording that implies discovery or confirmation of oscillatory dark energy.


What to cite for each use case​

Use caseRecommended citation
General project referenceProvisional ξ Dark Energy citation
Data-likelihood implementationProvisional citation + Likelihood page
MCMC setupProvisional citation + MCMC Setup page
PriorsProvisional citation + Prior Specification page
Parameter constraintsProvisional citation + Parameter Constraints page
Caveats and limitationsProvisional citation + Known Limitations page
Future tagged releaseReplace with Zenodo DOI once available

Citation caveats​

The current analysis should always be cited with the following qualifiers:

  • the model is phenomenological,
  • the result is exploratory,
  • convergence diagnostics must be inspected,
  • prior sensitivity is not yet fully closed,
  • the v0.2 roadmap includes corrections and robustness checks,
  • the project should not be presented as evidence for a departure from ΛCDM without further validation.
caution

Do not cite ξ-model parameter constraints without also citing the caveats page. In this project, the limitations are part of the scientific interpretation.


Future DOI / release metadata​

A stable citation should eventually include:

ItemStatus
GitHub release tagTo add
Zenodo DOITo add
Commit hash for final resultsTo add
Exact data release versionsPantheon+SH0ES and DESI DR2 BAO
Environment fileTo add / verify
Posterior sample archiveTo add if public
Figure archiveTo add if public

PageRole
Scientific MotivationWhy the model was explored
ModelsΛCDM, CPL, and ξ model definitions
Prior SpecificationPriors required for reproducibility
MCMC SetupSampler configuration
ConvergenceChain diagnostics
Known LimitationsRequired caveats for interpretation
RoadmapPlanned v0.2 improvements