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pharmaverseadam vs poissonreg

A side-by-side editorial comparison of pharmaverseadam and poissonreg — release velocity, themes, recent moves, and the top alternatives to consider.

Shared themes:r-language

pharmaverseadam vs poissonreg: at a glance

Featurepharmaverseadampoissonreg
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themespharmaverse, clinical-data, adam, test-datatidymodels, count-regression, glmnet, r-language
Last editorial update1h ago1h ago
WebsiteVisit →Visit →

What is pharmaverseadam?

pharmaverseadam is the pharmaverse's test-data mirror, and it now covers neurology.

pharmaverseadam ships pre-built ADaM datasets generated by running the admiral family's own templates, so package authors and trainers have realistic analysis data without writing derivations first. The 1.3.0 release pulls in `ADAPET`, `ADTPET` and `ADNV` from admiralneuro and an anti-drug antibody dataset from admiral itself, and regenerates everything against current versions of seven upstream packages. Variables are now ordered and grouped to ADaM IG structure.

Read the full pharmaverseadam trajectory →

What is poissonreg?

poissonreg gave its models away to parsnip and kept the glue — now it just keeps glmnet honest.

poissonreg is a tidymodels extension that wires Poisson and zero-inflated count regression into the parsnip interface. Its defining event was giving up ownership: the model definition functions moved into parsnip itself, leaving this package as engine bindings and prediction plumbing. The current dev release is entirely correctness and hygiene work — glmnet predictions now default to mean counts rather than the linear predictor, and single-observation prediction works at last.

Read the full poissonreg trajectory →

pharmaverseadam vs poissonreg: editorial side-by-side

P0.0

pharmaverseadam is the pharmaverse's test-data mirror, and it now covers neurology.

◆ Current state

pharmaverseadam ships pre-built ADaM datasets generated by running the admiral family's own templates, so package authors and trainers have realistic analysis data without writing derivations first. The 1.3.0 release pulls in `ADAPET`, `ADTPET` and `ADNV` from admiralneuro and an anti-drug antibody dataset from admiral itself, and regenerates everything against current versions of seven upstream packages. Variables are now ordered and grouped to ADaM IG structure.

◆ Where it's heading

Coverage tracks the pharmaverse's own therapeutic-area expansion with a lag of one release: pediatrics arrived in 1.1.0, metabolic in 1.2.0, neurology in 1.3.0. The other consistent thread is a slow move off development versions — 1.1.0 and 1.2.0 both had to pin unreleased upstream builds to get working templates, while 1.3.0 cites released versions throughout. Reorganising the reference page by therapeutic area is the same maturation showing up in documentation.

◆ Prediction

Expect the next release to follow the established pattern — a refresh against current upstream versions plus datasets from whichever admiral therapeutic-area package reaches a stable release next.

P
poissonreg
ANALYTICS
0.0

poissonreg gave its models away to parsnip and kept the glue — now it just keeps glmnet honest.

◆ Current state

poissonreg is a tidymodels extension that wires Poisson and zero-inflated count regression into the parsnip interface. Its defining event was giving up ownership: the model definition functions moved into parsnip itself, leaving this package as engine bindings and prediction plumbing. The current dev release is entirely correctness and hygiene work — glmnet predictions now default to mean counts rather than the linear predictor, and single-observation prediction works at last.

◆ Where it's heading

Release cadence has collapsed from yearly to a four-year gap between 1.0.1 and the current development version, and the content has shifted from features to deduplication against parsnip — copied helper functions replaced by the upstream originals, obsolete generic registrations removed, tests migrated to the shared extension-package pattern. This is what a stabilized tidymodels satellite looks like: the interface lives upstream, and the package's job is to not drift from it.

◆ Prediction

The dev version's accumulated fixes point to a CRAN release of 1.0.2 as the next move, with content limited to the glmnet prediction corrections rather than any new engine or model type.

Alternatives to pharmaverseadam and poissonreg

Other Analytics 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 pharmaverseadam or poissonreg.

See all pharmaverseadam alternatives → · See all poissonreg alternatives →

Recent activity from pharmaverseadam and poissonreg

Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.

  1. 3mo agopoissonregglmnet predictions now default to mean counts
  2. 5mo agopharmaverseadamNeurology and anti-drug antibody datasets added
  3. 11mo agopharmaverseadamMetabolic therapeutic area datasets arrive
  4. 1y agopharmaverseadamPediatric ADVS added in an ad-hoc refresh
  5. 2y agopharmaverseadam1.0 declares the dataset collection stable
  6. 2y agopharmaverseadamFirst release of the ADaM dataset collection
  7. 3y agopoissonregDocumentation regenerated for valid HTML5
  8. 4y agopoissonregCase weight support tracks parsnip 1.0.0
  9. 4y agopoissonregModel definitions move out of poissonreg into parsnip
  10. 4y agopoissonregglm becomes the default engine; tidy() for hurdle models
  11. 5y agopoissonregFirst release, with a glmnet column-order safeguard

Frequently asked questions

What is the difference between pharmaverseadam and poissonreg?

Both compete on the same themes — r-language — within Analytics. pharmaverseadam and poissonreg 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 pharmaverseadam better than poissonreg?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. pharmaverseadam and poissonreg 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 Analytics products to evaluate alongside.

What are the best alternatives to pharmaverseadam?

Top pharmaverseadam alternatives in Analytics are ranked by recent ship velocity. Browse the "pharmaverseadam alternatives" section above for the current picks, or visit /alternatives/pharmaverseadam for the full list with editorial commentary on each.

What are the best alternatives to poissonreg?

Top poissonreg alternatives in Analytics are ranked by recent ship velocity. Browse the "poissonreg alternatives" section above for the current picks, or visit /alternatives/poissonreg for the full list with editorial commentary on each.