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.
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 case | Recommended citation |
|---|---|
| General project reference | Provisional ξ Dark Energy citation |
| Data-likelihood implementation | Provisional citation + Likelihood page |
| MCMC setup | Provisional citation + MCMC Setup page |
| Priors | Provisional citation + Prior Specification page |
| Parameter constraints | Provisional citation + Parameter Constraints page |
| Caveats and limitations | Provisional citation + Known Limitations page |
| Future tagged release | Replace 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.
Do not cite ξ-model parameter constraints without also citing the caveats page.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:
| Item | Status |
|---|---|
| GitHub release tag | To add |
| Zenodo DOI | To add |
| Commit hash for final results | To add |
| Exact data release versions | Pantheon+SH0ES and DESI DR2 BAO |
| Environment file | To add / verify |
| Posterior sample archive | To add if public |
| Figure archive | To add if public |
Related pages
| Page | Role |
|---|---|
| Scientific Motivation | Why the model was explored |
| Models | ΛCDM, CPL, and ξ model definitions |
| Prior Specification | Priors required for reproducibility |
| MCMC Setup | Sampler configuration |
| Convergence | Chain diagnostics |
| Known Limitations | Required caveats for interpretation |
| Roadmap | Planned v0.2 improvements |