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Comparison · Analytics
metatools vs teal.modules.clinical
A side-by-side editorial comparison of metatools and teal.modules.clinical — release velocity, themes, recent moves, and the top alternatives to consider.
Shared themes:clinical-trials
metatools vs teal.modules.clinical: at a glance
What is metatools?
SDTM supplemental-qualifier merging got sturdier, then the package went quiet for two years.
metatools provides the utilities that build and check SDTM and ADaM datasets against their metadata in the pharmaverse. The 0.1.6 release in July 2024 is the substantive one: combine_supp() learned to handle zero-row supplemental data, to refuse QNAM columns already present in the source, and to route multiple QNAM values to the same IDVAR, alongside enhanced controlled-terminology checks and record-uniqueness verification. Nothing has shipped since.
What is teal.modules.clinical?
Roche's clinical teal modules have settled into slow, decorator-driven maintenance.
The module library took its architectural break in 0.9.0, when every module moved to teal_data objects and dropped data_extract_spec inputs. Work since then is narrower: formatting arguments, decorator plumbing, and per-module bug fixes. The 0.13.0 candidates cut in July 2026 are a two-tag same-day release where the first tag carries all the notes.
metatools vs teal.modules.clinical: editorial side-by-side
metatools
0.0ANALYTICS
SDTM supplemental-qualifier merging got sturdier, then the package went quiet for two years.
◆ Current state
metatools provides the utilities that build and check SDTM and ADaM datasets against their metadata in the pharmaverse. The 0.1.6 release in July 2024 is the substantive one: combine_supp() learned to handle zero-row supplemental data, to refuse QNAM columns already present in the source, and to route multiple QNAM values to the same IDVAR, alongside enhanced controlled-terminology checks and record-uniqueness verification. Nothing has shipped since.
◆ Where it's heading
The package's development has been concentrated on one function, combine_supp(), which is where the messy realities of supplemental qualifiers surface — whitespace in join keys, empty supp datasets, colliding names. 0.1.6 also drew three first-time contributors, which is the healthiest signal in the history, but no release has followed. Sibling packages have meanwhile been dropping metatools as a dependency.
◆ Prediction
Without a release in two years the package looks stable rather than active; the plausible trigger is a controlled-terminology or dplyr change that forces the checks to be updated.
teal.modules.clinical
0.0ANALYTICS
Roche's clinical teal modules have settled into slow, decorator-driven maintenance.
◆ Current state
The module library took its architectural break in 0.9.0, when every module moved to teal_data objects and dropped data_extract_spec inputs. Work since then is narrower: formatting arguments, decorator plumbing, and per-module bug fixes. The 0.13.0 candidates cut in July 2026 are a two-tag same-day release where the first tag carries all the notes.
◆ Where it's heading
Development has shifted from reshaping the module API to making outputs configurable — numeric formatting in tm_t_summary, several decorators applied to one output object, categorical statistics in summary_by. Changes arrive from a wide bench of Roche engineers with occasional outside contributors, and releases go through candidates rather than straight to final.
◆ Prediction
A 0.13.0 final should follow the candidates with little beyond a dependency bump; the decorator work ported from teal.modules.general is the most likely source of the next batch of changes.
Alternatives to metatools and teal.modules.clinical
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 metatools or teal.modules.clinical.
logrx
A clinical-script logger that stopped shipping after its 0.2 line, changelogs made of merged PRs.
lobstr
R's object inspector is losing its view of the internals as CRAN closes off the private C API.
GSODR
A weather-station data client that broke one return type to hand back distances instead of bare IDs.
giscoR
giscoR's 1.0 moved its dataset index into the cache, so new Eurostat releases arrive without a package update.
FedData
FedData has spent two major versions migrating US federal geodata off R's retiring spatial stack.
See all metatools alternatives → · See all teal.modules.clinical alternatives →
Recent activity from metatools and teal.modules.clinical
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 1mo agoteal.modules.clinicalNumeric formatting control and multi-decorator outputs
- 1mo agoteal.modules.clinicalteal.transform dependency bump
- 2y agometatoolscombine_supp() hardened; controlled-terminology checks extended
- 2y agoteal.modules.clinicalForest and Kaplan-Meier plots move to ggplot objects
- 2y agoteal.modules.clinicalEvery clinical module migrates to teal_data objects ⚡
- 3y agometatools0.1.4 Update to dplyr and small bug fixes
- 4y agometatools0.1.1 first CRAN release
Frequently asked questions
What is the difference between metatools and teal.modules.clinical?
Both compete on the same themes — clinical-trials — within Analytics. metatools and teal.modules.clinical 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 metatools better than teal.modules.clinical?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. metatools and teal.modules.clinical 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 metatools?
Top metatools alternatives in Analytics are ranked by recent ship velocity. Browse the "metatools alternatives" section above for the current picks, or visit /alternatives/metatools for the full list with editorial commentary on each.
What are the best alternatives to teal.modules.clinical?
Top teal.modules.clinical alternatives in Analytics are ranked by recent ship velocity. Browse the "teal.modules.clinical alternatives" section above for the current picks, or visit /alternatives/teal-modules-clinical for the full list with editorial commentary on each.