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Comparison · Infra & APIs
logbin vs stRoke
A side-by-side editorial comparison of logbin and stRoke — release velocity, themes, recent moves, and the top alternatives to consider.
logbin vs stRoke: at a glance
What is logbin?
Relative-risk regression that converges where glm fails, under an unreadable tag order
logbin fits log-binomial models to estimate relative risk, a fit standard glm frequently fails to converge on because of the constrained parameter space. Its answer is a choice of algorithms — adaptive barrier, combinatorial EM, and expectation-maximisation on an overparameterised model — selected through a method argument and optionally accelerated with turboEM. The most recent release, in April 2025, replaces the variance-covariance calculation in summary.logbin so it matches summary.glm, and adds a testthat suite.
What is stRoke?
Split itself in two, keeping the stroke-trial functions and exporting the rest
stRoke is now deliberately narrow: functions for handling clinical stroke trial data, mostly questionnaire scoring such as pase_calc() for PASE and mfi_calc() for MFI domain scores. It reached that state by subtraction — the 24.10.1 release moved eight general-purpose helpers out to a separate package, project.aid, and stated the change of focus in the notes. The most recent release, 25.9.1, is an eighty-character note about accommodating upcoming ggplot2 changes.
logbin vs stRoke: editorial side-by-side
logbin
0.0INFRA · APIS
Relative-risk regression that converges where glm fails, under an unreadable tag order
◆ Current state
logbin fits log-binomial models to estimate relative risk, a fit standard glm frequently fails to converge on because of the constrained parameter space. Its answer is a choice of algorithms — adaptive barrier, combinatorial EM, and expectation-maximisation on an overparameterised model — selected through a method argument and optionally accelerated with turboEM. The most recent release, in April 2025, replaces the variance-covariance calculation in summary.logbin so it matches summary.glm, and adds a testthat suite.
◆ Where it's heading
The method work concluded in 2021 and the package has since been aligned with base R conventions rather than extended: the vcov calculation now mirrors glm's, and earlier releases added the contrasts, qr, R and effects components so standard glm S3 methods such as influence() and plot() work on logbin objects. Be warned that the feed's tag order is unusable — versions 2.0, 2.0.1, 2.0.2 and 2.0.4 were all pushed within ninety seconds on 23 July 2021 in non-monotonic order, while 2.0.3 carries a 2017 timestamp and restates 2.0.2's notes. Read the bodies, not the sequence.
◆ Prediction
Expect continued alignment with glm conventions and occasional CRAN maintenance; the algorithm set has been stable for four years and nothing in these entries suggests another is planned.
stRoke
0.0INFRA · APIS
Split itself in two, keeping the stroke-trial functions and exporting the rest
◆ Current state
stRoke is now deliberately narrow: functions for handling clinical stroke trial data, mostly questionnaire scoring such as pase_calc() for PASE and mfi_calc() for MFI domain scores. It reached that state by subtraction — the 24.10.1 release moved eight general-purpose helpers out to a separate package, project.aid, and stated the change of focus in the notes. The most recent release, 25.9.1, is an eighty-character note about accommodating upcoming ggplot2 changes.
◆ Where it's heading
The package uses calendar versioning and its history is one of scope being repeatedly redrawn: ds2dd() went to REDCapCAST in 2023, then the general data and project management helpers went to project.aid in 2024. What remains is domain-specific and slow-moving, and the past eleven months produced a single compatibility release. The maintainer's visible effort has moved to the sibling packages.
◆ Prediction
Expect further questionnaire scoring functions if the maintainer's own trials need them and compatibility releases otherwise; on the pattern set in 24.10.1, more of the remaining general-purpose functions could still migrate to project.aid.
Alternatives to logbin and stRoke
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 logbin or stRoke.
Cursor
Cursor's agents stop waiting to be asked - they subscribe, and they hold a goal until it's done.
incident.io
Nexus does the diagnosis; the agent is now reaching into the status page too.
Warp
Warp turned its quarter of software-factory essays into infrastructure you can buy.
Okta
Okta's developer blog is a Cross App Access campaign, now diluted by advocacy-team storytelling.
tealeaves
A leaf-temperature model that finished its job in 2020 and has stayed finished
See all logbin alternatives → · See all stRoke alternatives →
Recent activity from logbin and stRoke
Latest ship moves from both products, interleaved chronologically. ⚡ = editorial spark.
- 10mo agostRokeCompatibility update for upcoming ggplot2 changes
- 1y agologbinvcov in summary.logbin now matches summary.glm
- 1y agostRokeScope narrowed to stroke trials; eight helpers moved to project.aid ⚡
- 2y agostRokeChunking, string extraction and padding helpers added
- 3y agostRokeFix for ds2dd() after first practical use
- 3y agostRokePASE questionnaire scoring with data-quality checks
- 3y agostRokeFirst release: color_plot() built on contrast_text()
- 5y agologbinFactor reparameterisation fix and faster parameter expansion
- 5y agologbinVersion bump to satisfy a CRAN check
- 5y agologbinmethod and accelerate options: adaptive barrier, CEM, EM, turboEM
- 5y agologbinglm S3 method support via contrasts, qr, R and effects components
- 5y agologbinJournal of Statistical Software citation added
Frequently asked questions
What is the difference between logbin and stRoke?
They serve adjacent needs but don't currently overlap on shipped themes. logbin and stRoke 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 logbin better than stRoke?
Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. logbin and stRoke 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 logbin?
Top logbin alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "logbin alternatives" section above for the current picks, or visit /alternatives/logbin for the full list with editorial commentary on each.
What are the best alternatives to stRoke?
Top stRoke alternatives in Infra & APIs are ranked by recent ship velocity. Browse the "stRoke alternatives" section above for the current picks, or visit /alternatives/stroke for the full list with editorial commentary on each.