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Comparison · Infra & APIs

artoo vs ShortForm

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

artoo vs ShortForm: at a glance

FeatureartooShortForm
SectorInfra & APIsInfra & APIs
Velocity score2.50.0
Sparks · 30d00
Top themesr-packages, clinical-trials, cdisc, data-conversionpsychometrics, scale-construction, optimization-algorithms, lavaan
Last editorial update40m ago2h ago
WebsiteVisit →Visit →

What is artoo?

artoo makes any-to-any clinical dataset conversion lossless by construction.

artoo reads and writes SAS XPORT, CDISC Dataset-JSON, NDJSON, Parquet and RDS around one canonical metadata model, so a conversion between any two formats carries labels, CDISC types, lengths, display formats, controlled-terminology references and sort keys intact. It is pure R with no SAS or Java runtime. It reached CRAN at 0.1.1 and has spent 0.1.2 and 0.1.3 on the character-encoding edges.

Read the full artoo trajectory →

What is ShortForm?

Automated scale shortening with lavaan, spending its releases repairing its own search algorithms.

ShortForm automates the creation of short-form psychometric scales by searching for well-fitting subsets of items, using ant colony optimization, simulated annealing and Tabu search over lavaan models. The recent releases are corrective: 0.5.7 fixed the ant colony algorithm failing to update its best model and the simulated annealing routine mis-specifying models containing factor relationships or outcome variables, and 0.5.8 fixed Tabu search under parallel workflows and with multidimensional models. Each release note carries an explicit roadmap listing refactoring for 0.6.0 and input standardisation for 0.7.0, neither of which has shipped.

Read the full ShortForm trajectory →

artoo vs ShortForm: editorial side-by-side

A
artoo
INFRA · APIS
2.5

artoo makes any-to-any clinical dataset conversion lossless by construction.

◆ Current state

artoo reads and writes SAS XPORT, CDISC Dataset-JSON, NDJSON, Parquet and RDS around one canonical metadata model, so a conversion between any two formats carries labels, CDISC types, lengths, display formats, controlled-terminology references and sort keys intact. It is pure R with no SAS or Java runtime. It reached CRAN at 0.1.1 and has spent 0.1.2 and 0.1.3 on the character-encoding edges.

◆ Where it's heading

Recent work is all about text that does not survive a format change. 0.1.3 adds an invalid_encoding dimension to artoo_checks() that flags bytes which are not valid UTF-8 before a writer aborts on them, accepts the SAS OEM/DOS encoding names, and gives the writers on_invalid = "translit" and "fold" so smart punctuation and accented characters resolve to pinned ASCII instead of failing. The fold tables ship as data specifically so the result is identical on every platform, which is the same determinism argument behind C-locale row sorting in 0.1.0.

◆ Prediction

The new WLATIN1-to-UTF-8 migration article and the width warning on write_xpt() point the next attention at length and truncation semantics rather than at additional formats. These notes name no further target format.

S
ShortForm
INFRA · APIS
0.0

Automated scale shortening with lavaan, spending its releases repairing its own search algorithms.

◆ Current state

ShortForm automates the creation of short-form psychometric scales by searching for well-fitting subsets of items, using ant colony optimization, simulated annealing and Tabu search over lavaan models. The recent releases are corrective: 0.5.7 fixed the ant colony algorithm failing to update its best model and the simulated annealing routine mis-specifying models containing factor relationships or outcome variables, and 0.5.8 fixed Tabu search under parallel workflows and with multidimensional models. Each release note carries an explicit roadmap listing refactoring for 0.6.0 and input standardisation for 0.7.0, neither of which has shipped.

◆ Where it's heading

The defects being fixed are in the search itself rather than around it. An optimizer that does not correctly retain its best candidate, and a search that mis-specifies models after the first iteration, both produce plausible-looking short forms that are not the ones the method should have found, which is a harder class of problem to notice than a crash. Alongside that the package is shedding dependencies, with ggplot2, ggrepel and tidyr dropped from the plotting methods in 0.5.8. The stated intent to refactor the major functions and standardise their arguments suggests the maintainer regards the current interface as the obstacle to further work.

◆ Prediction

The roadmap repeated across these notes points to a 0.6.0 focused on refactoring the major functions, with argument and output standardisation deferred to 0.7.0. On the evidence of this window, more unit tests and further algorithm-level fixes are likelier to arrive first than either milestone.

Alternatives to artoo and ShortForm

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 artoo or ShortForm.

See all artoo alternatives → · See all ShortForm alternatives →

Recent activity from artoo and ShortForm

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

  1. 28d agoartooEncoding checks and translit/fold modes for the writers
  2. 1mo agoartoonoLD check fix; codec unchanged
  3. 2mo agoartooInitial CRAN release after resubmission
  4. 2mo agoartooLossless any-to-any CDISC dataset conversion in pure R
  5. 3mo agoShortFormTabu search fixed for parallel and multidimensional models
  6. 3mo agoShortFormAnt colony search failed to retain its best model
  7. 1y agoShortFormlavaan model specification defaults made forgiving
  8. 2y agoShortFormCompatibility fixes for a new lavaan release
  9. 2y agoShortFormAdapted to changed lavaan error and warning messages
  10. 2y agoShortFormDefault specification tweaks and documentation fixes

Frequently asked questions

What is the difference between artoo and ShortForm?

They serve adjacent needs but don't currently overlap on shipped themes. artoo is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. See the at-a-glance table above for a side-by-side breakdown of velocity, recent sparks, and editorial themes.

Is artoo better than ShortForm?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. artoo is currently shipping more aggressively (velocity 2.5 vs 0.0), with 0 editorial sparks in the last 30 days against 0. For your specific use case, the alternatives sections above list other Infra & APIs products to evaluate alongside.

What are the best alternatives to artoo?

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

What are the best alternatives to ShortForm?

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