<?xml version="1.0" encoding="UTF-8"?>
<oai_dc:dc xmlns:oai_dc="http://www.openarchives.org/OAI/2.0/oai_dc/" xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://www.openarchives.org/OAI/2.0/oai_dc/ http://www.openarchives.org/OAI/2.0/oai_dc.xsd">
  <dc:title>Branch-Level Inference Framework for Recognizing Optimal Shifts
in Traits</dc:title>
  <dc:title>R package bifrost version 0.1.4</dc:title>
  <dc:description>Methods for detecting and visualizing cladogenic shifts in multivariate trait data on phylogenies. Implements penalized-likelihood multivariate generalized least squares models, enabling analyses of high-dimensional trait datasets and large trees via searchOptimalConfiguration(). Includes a greedy step-wise shift-search algorithm following approaches developed in Smith et al. (2023) &lt;doi:10.1111/nph.19099&gt; and Berv et al. (2024) &lt;doi:10.1126/sciadv.adp0114&gt;. Methods build on multivariate GLS approaches described in Clavel et al. (2019) &lt;doi:10.1093/sysbio/syy045&gt; and implemented in the mvgls() function from the 'mvMORPH' package. Documentation and vignettes are available at &lt;https://jakeberv.com/bifrost/&gt;, including worked examples for the jaw-shape dataset.</dc:description>
  <dc:type>Software</dc:type>
  <dc:relation>Depends: R (&gt;= 4.1)</dc:relation>
  <dc:relation>Imports: ape, future, future.apply, phytools, grDevices, stats,
mvMORPH, viridis, txtplot</dc:relation>
  <dc:relation>Suggests: HDInterval, RColorBrewer, boot, classInt, evd, fitdistrplus,
knitr, palaeoverse, parallel, patchwork, pbmcapply, phylolm,
plotly, readxl, rmarkdown, scales, scatterplot3d, testthat (&gt;=
3.0.0), univariateML, spelling, htmltools</dc:relation>
  <dc:creator>Jacob S. Berv &lt;jacob.berv@gmail.com&gt;</dc:creator>
  <dc:publisher>Comprehensive R Archive Network (CRAN)</dc:publisher>
  <dc:contributor>Jacob S. Berv [aut, cre, cph, fnd] (ORCID:
    &lt;https://orcid.org/0000-0002-5962-0621&gt;),
  Nathan Fox [aut] (ORCID: &lt;https://orcid.org/0000-0002-2816-9751&gt;),
  Matt J. Thorstensen [aut] (ORCID:
    &lt;https://orcid.org/0000-0002-7870-3369&gt;),
  Henry Lloyd-Laney [aut] (ORCID:
    &lt;https://orcid.org/0000-0003-4650-8937&gt;),
  Emily M. Troyer [aut] (ORCID: &lt;https://orcid.org/0000-0001-7478-2306&gt;),
  Rafael A. Rivero-Vega [aut] (ORCID:
    &lt;https://orcid.org/0000-0001-5937-6377&gt;),
  Stephen A. Smith [aut, fnd] (ORCID:
    &lt;https://orcid.org/0000-0003-2035-9531&gt;),
  Matt Friedman [aut, fnd] (ORCID:
    &lt;https://orcid.org/0000-0002-0114-7384&gt;),
  David F. Fouhey [aut, fnd] (ORCID:
    &lt;https://orcid.org/0000-0001-5028-5161&gt;),
  Brian C. Weeks [aut, fnd] (ORCID:
    &lt;https://orcid.org/0000-0003-2967-2970&gt;)</dc:contributor>
  <dc:rights>GPL (&gt;= 2)</dc:rights>
  <dc:date>2026-04-17</dc:date>
  <dc:format>application/tgz</dc:format>
  <dc:identifier>https://CRAN.R-project.org/package=bifrost</dc:identifier>
  <dc:identifier>doi:10.32614/CRAN.package.bifrost</dc:identifier>
  <dc:language>en-US</dc:language>
</oai_dc:dc>
