How to Cite CaliBrain

If CaliBrain contributes to a publication, preprint, thesis, or software project, cite the archived software release used for the analysis.

Recommended citation

Cite CaliBrain as software:

Orabe, Mohammad, Huseynov, Ismail T., Nagarajan, Srikantan, & Haufe, Stefan. (2026).
CaliBrain: Python framework for uncertainty estimation and calibration in
EEG/MEG inverse source imaging (v1.0.1). Zenodo.
https://doi.org/10.5281/zenodo.20703249

If you use another release, replace the version with the exact version used for the analysis. For development versions, also report the git commit hash:

git rev-parse HEAD

BibTeX

@software{calibrain,
  title = {CaliBrain: Python framework for uncertainty estimation and calibration in EEG/MEG inverse source imaging},
  author = {Orabe, Mohammad and Huseynov, Ismail and Nagarajan, Srikantan and Haufe, Stefan},
  version = {1.0.1},
  year = {2026},
  publisher = {Zenodo},
  doi = {10.5281/zenodo.20703249},
  url = {https://doi.org/10.5281/zenodo.20703249}
}

What to report

For scientific reproducibility, report:

• CaliBrain version or git commit hash.

• Python version and key dependency versions.

• Workflow configs used for data generation, aggregation, and calibration.

• Dataset or leadfield source.

• Calibration mode, solver, orientation type, noise type, SNR, NNZ, and split definition.