pr2database
The protist reference database keeps widening past the rRNA gene it was built on.
Comparison · Infra & APIs
jSDM vs metagroup
A side-by-side editorial comparison of jSDM and metagroup — release velocity, themes, recent moves, and the top alternatives to consider.
jSDM vs metagroup: at a glance
What is jSDM?
Joint species distribution models in Gibbs-sampled C++, quiet since 2023.
jSDM fits joint species distribution models by Gibbs sampling, with the sampler written in C++ against GSL and Armadillo and exposed through binomial probit, binomial logit, Poisson log and Gaussian entry points. The 0.2 line extended it with species traits, constrained factor loadings and residual-association plots. The one entry since 2023 carries only a compare link.
What is metagroup?
A first release that turns meta-analytic heterogeneity into interpretable subgroups.
metagroup reached CRAN in late August with a complete first release: eight grouping functions covering binary, continuous, correlational, proportion, incidence and generic inverse-variance data, plus interpretation and plotting on top. The two releases since are CRAN review housekeeping. The package has shipped nothing but its launch.
jSDM vs metagroup: editorial side-by-side
jSDM
0.0INFRA · APIS
Joint species distribution models in Gibbs-sampled C++, quiet since 2023.
◆ Current state
jSDM fits joint species distribution models by Gibbs sampling, with the sampler written in C++ against GSL and Armadillo and exposed through binomial probit, binomial logit, Poisson log and Gaussian entry points. The 0.2 line extended it with species traits, constrained factor loadings and residual-association plots. The one entry since 2023 carries only a compare link.
◆ Where it's heading
The package built out its model family quickly and then stopped: five of the six visible entries are stamped the same day as a backfilled archive, and the only later release says nothing about its contents. The direction the 0.2 line was heading, toward trait-mediated species effects and better convergence on latent variable models, has no visible continuation.
◆ Prediction
The feed does not support a confident prediction; the latest entry publishes no notes, so whether the package is still developing or only being kept CRAN-clean cannot be read from it.
metagroup
0.0INFRA · APIS
A first release that turns meta-analytic heterogeneity into interpretable subgroups.
◆ Current state
metagroup reached CRAN in late August with a complete first release: eight grouping functions covering binary, continuous, correlational, proportion, incidence and generic inverse-variance data, plus interpretation and plotting on top. The two releases since are CRAN review housekeeping. The package has shipped nothing but its launch.
◆ Where it's heading
The design is a two-step pipeline, partitioning studies into homogeneous clusters and then characterising what those clusters have in common, which puts interpretation rather than detection at the centre. The follow-up releases suggest the author is still clearing the CRAN intake process rather than extending the method.
◆ Prediction
The next substantive release most likely broadens the interpretation side, since the grouping functions already cover the standard effect-size types.
Alternatives to jSDM and metagroup
Other Infra & APIs products tracked by Sparkpulse, ranked by recent ship velocity. Each card links to a full editorial trajectory and lets you pivot into a head-to-head comparison with either jSDM or metagroup.
ggalign
Composable aligned layouts, rebuilt on S7 while ggplot2 4.0 lands underneath.
prioritizr
Conservation planning absorbs the literature's target-setting rules as code.
rsofun
An ecosystem model starts tracking carbon isotopes and land-use change.
usmap
Ten years in, US mapping splits its data out and finally adds Puerto Rico.
trackeR
Fitness-tracking analysis in slow maintenance, still absorbing upstream breakage.
See all jSDM alternatives → · See all metagroup alternatives →
Recent activity from jSDM and metagroup
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 9mo agojSDMjSDM CRAN release v0.2.7: Joint Species Distribution Models
- 11mo agometagroupCRAN review feedback: description and documentation polish
- 11mo agometagroupLICENSE file removed for CRAN submission
- 11mo agometagroupFirst release: homogeneity-based subgrouping for meta-analysis ⚡
- 3y agojSDMSpecies traits, constrained loadings and association plots
- 3y agojSDMFirst release: C++ Gibbs sampler for joint species models ⚡
- 3y agojSDMResidual correlation functions can filter to significant values
- 3y agojSDMjSDM_gaussian() fits continuous data with overdispersion
- 3y agojSDMFour versions of CRAN check corrections
Frequently asked questions
What is the difference between jSDM and metagroup?
They serve adjacent needs but don't currently overlap on shipped themes. jSDM and metagroup are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.
Is jSDM better than metagroup?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. jSDM and metagroup are shipping at a similar cadence (velocity 0.0 vs 0.0, both within Sparkpulse's "active" band). For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.
What are the best alternatives to jSDM?
Top jSDM alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "jSDM alternatives" section above for the current picks, or visit /alternatives/jsdm for the full list with editorial commentary on each.
What are the best alternatives to metagroup?
Top metagroup alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "metagroup alternatives" section above for the current picks, or visit /alternatives/metagroup for the full list with editorial commentary on each.