# ------------------------------------------------ # CITATION.cff file created with {cffr} R package # See also: https://docs.ropensci.org/cffr/ # ------------------------------------------------ cff-version: 1.2.0 message: 'To cite package "fibr" in publications use:' type: software license: MIT title: 'fibr: Prior-Fraction Diagnostics for Hierarchical Models' version: 0.1.1 doi: 10.5281/zenodo.20724550 abstract: Computes the prior fraction, the per-group pooling or shrinkage factor, for hierarchical models, including directly from 'brms' fits. For each group-level coefficient the prior fraction is the share of the posterior precision contributed by the shrinkage prior relative to the likelihood; values near one indicate a coefficient that is prior-dominated (the centring/non-centring funnel regime), values near zero indicate a likelihood-dominated coefficient that is well identified from the data. These quantities are invisible to standard convergence diagnostics such as R-hat and effective sample size, and they indicate where a non-centred reparameterisation is likely to help. A companion advisor reports the same decomposition for changepoint random effects fitted with 'smoothbp'. The underlying geometry (the Fisher-metric connection on the base-fiber split, for which this connection is flat so the obstruction is statistical rather than geometric) is described in Bindoff (2026) ; code reproducing the paper is in the package's source repository. authors: - family-names: Bindoff given-names: Aidan D email: aidan.bindoff@utas.edu.au orcid: https://orcid.org/0000-0002-0943-2702 preferred-citation: type: generic title: 'A Flat Connection: The Prior Fraction and the Geometry of Centring in Hierarchical MCMC' authors: - family-names: Bindoff given-names: Aidan D. email: aidan.bindoff@utas.edu.au orcid: https://orcid.org/0000-0002-0943-2702 year: '2026' doi: 10.5281/zenodo.20724550 url: https://doi.org/10.5281/zenodo.20724550 notes: fibr R package version 0.1.1 repository: https://cran.r-universe.dev repository-code: https://github.com/ABindoff/fibr commit: 83c8634cd610785ce2bc8cc4e6e887ad29c7185a url: https://doi.org/10.5281/zenodo.20724550 date-released: '2026-06-29' contact: - family-names: Bindoff given-names: Aidan D email: aidan.bindoff@utas.edu.au orcid: https://orcid.org/0000-0002-0943-2702