ANALYTICS
mirai removed its dispatcher process and added memory backpressure to the queue.
Alternatives · analytics tools
teal.modules.clinical alternatives
The best teal.modules.clinical alternatives in analytics tools, ranked by Sparkpulse's velocity_score.
Updated Aug 14, 2026
Looking for the best alternatives to teal.modules.clinical? Sparkpulse tracks and ranks 12 alternatives in analytics tools by shipping velocity — how frequently each ships meaningful updates, verified from official changelogs. For reference, teal.modules.clinical shipped 0 meaningful updates in the last 30 days and carries a velocity score of 0.0 out of 10 in 2026. The alternatives below are ranked the same way, so you're comparing real release momentum, not marketing claims.
About 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.
Velocity 0.0 · Last update 1h ago
Top 12 alternatives to teal.modules.clinical
Ranked by recent ship velocity. Tap any card for the full editorial breakdown, or pivot to a head-to-head.
ANALYTICS
ggsurvfit is in correctness-and-compatibility mode, not feature mode.
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nanonext keeps shrinking its build requirements while adding messaging primitives.
ANALYTICS
DataSpaceR's 1.0.0 rebuilt its query API and opened up HIV antibody sequence data.
ANALYTICS
SDTM supplemental-qualifier merging got sturdier, then the package went quiet for two years.
ANALYTICS
marquee is filling in the typographic details — outlines, border types, real font metrics for underlines.
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A clinical-script logger that stopped shipping after its 0.2 line, changelogs made of merged PRs.
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R's object inspector is losing its view of the internals as CRAN closes off the private C API.
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A weather-station data client that broke one return type to hand back distances instead of bare IDs.
ANALYTICS
giscoR's 1.0 moved its dataset index into the cache, so new Eurostat releases arrive without a package update.
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FedData has spent two major versions migrating US federal geodata off R's retiring spatial stack.
ANALYTICS
The EDI data client is being dragged through its repository's identity-system migration.
teal.modules.clinical vs alternatives — shipping velocity at a glance
Velocity score (0–10) and meaningful releases shipped in the last 30 days, from official changelogs. Higher = shipping faster.
| Product | Velocity | Sparks · 30d | Focus areas | Latest release |
|---|---|---|---|---|
| teal.modules.clinical (baseline) | 0.0 | 0 | clinical-trialsshiny-modulesteal | Every clinical module migrates to teal_data objects |
| mirai | 2.5 | 0 | parallel-computingasyncbackpressure | Dispatcher becomes a thread, and the queue gains a memory budget |
| ggsurvfit | 2.5 | 0 | survival-analysisggplot2competing-risks | — |
| nanonext | 2.5 | 0 | async-messagingnnghttp-server | Zero-copy message forwarding, and cmake dropped from the build |
| DataSpaceR | 2.5 | 0 | hiv-researchimmunology-dataapi-client | Query API rebuilt and DAASH antibody sequence access added |
| metatools | 0.0 | 0 | pharmaversesdtmadam | — |
| marquee | 0.0 | 0 | r-libtypographymarkdown | — |
| logrx | 0.0 | 0 | pharmaverseloggingclinical-trials | — |
| lobstr | 0.0 | 0 | r-libintrospectionmemory | truelength reporting dropped for public C API compliance |
| GSODR | 0.0 | 0 | ropensciweather-datar-package | — |
| giscoR | 0.0 | 0 | eurostatgeospatialropensci | 1.0 caches the dataset index so new vintages need no release |
| FedData | 0.0 | 0 | ropenscigeospatialr-package | sp and raster dropped; everything returns terra or sf |
| EDIutils | 0.0 | 0 | ropenscir-packageapi-client | EDI-IDs replace Distinguished Names as authentication moves to IAM |
The 12 best teal.modules.clinical alternatives, in depth
1. mirai · velocity 2.5
Mirai removed its dispatcher process and added memory backpressure to the queue.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “Dispatcher becomes a thread, and the queue gains a memory budget”.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, mirai focuses on parallel computing, async and backpressure.
mirai and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full mirai trajectory → · Compare teal.modules.clinical vs mirai →
2. ggsurvfit · velocity 2.5
Ggsurvfit is in correctness-and-compatibility mode, not feature mode.
Its velocity score of 2.5/10 reflects longer-term release cadence.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, ggsurvfit focuses on survival analysis, ggplot2 and competing risks.
ggsurvfit and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full ggsurvfit trajectory → · Compare teal.modules.clinical vs ggsurvfit →
3. nanonext · velocity 2.5
Nanonext keeps shrinking its build requirements while adding messaging primitives.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “Zero-copy message forwarding, and cmake dropped from the build”.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, nanonext focuses on async messaging, nng and http server.
nanonext and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full nanonext trajectory → · Compare teal.modules.clinical vs nanonext →
4. DataSpaceR · velocity 2.5
DataSpaceR's 1.0.0 rebuilt its query API and opened up HIV antibody sequence data.
Its velocity score of 2.5/10 reflects longer-term release cadence; its most recent meaningful update was “Query API rebuilt and DAASH antibody sequence access added”.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, DataSpaceR focuses on hiv research, immunology data and api client.
DataSpaceR and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full DataSpaceR trajectory → · Compare teal.modules.clinical vs DataSpaceR →
5. metatools · velocity 0.0
SDTM supplemental-qualifier merging got sturdier, then the package went quiet for two years.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, metatools focuses on pharmaverse, sdtm and adam.
metatools and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full metatools trajectory → · Compare teal.modules.clinical vs metatools →
6. marquee · velocity 0.0
Marquee is filling in the typographic details — outlines, border types, real font metrics for underlines.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, marquee focuses on r lib, typography and markdown.
marquee and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full marquee trajectory → · Compare teal.modules.clinical vs marquee →
7. logrx · velocity 0.0
A clinical-script logger that stopped shipping after its 0.2 line, changelogs made of merged PRs.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, logrx focuses on pharmaverse, logging and clinical trials.
logrx and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full logrx trajectory → · Compare teal.modules.clinical vs logrx →
8. lobstr · velocity 0.0
R's object inspector is losing its view of the internals as CRAN closes off the private C API.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “truelength reporting dropped for public C API compliance”.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, lobstr focuses on r lib, introspection and memory.
lobstr and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full lobstr trajectory → · Compare teal.modules.clinical vs lobstr →
9. GSODR · velocity 0.0
A weather-station data client that broke one return type to hand back distances instead of bare IDs.
Its velocity score of 0.0/10 reflects longer-term release cadence.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, GSODR focuses on ropensci, weather data and r package.
GSODR and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full GSODR trajectory → · Compare teal.modules.clinical vs GSODR →
10. giscoR · velocity 0.0
GiscoR's 1.0 moved its dataset index into the cache, so new Eurostat releases arrive without a package update.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “1.0 caches the dataset index so new vintages need no release”.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, giscoR focuses on eurostat, geospatial and ropensci.
giscoR and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full giscoR trajectory → · Compare teal.modules.clinical vs giscoR →
11. FedData · velocity 0.0
FedData has spent two major versions migrating US federal geodata off R's retiring spatial stack.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “sp and raster dropped; everything returns terra or sf”.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, FedData focuses on ropensci, geospatial and r package.
FedData and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full FedData trajectory → · Compare teal.modules.clinical vs FedData →
12. EDIutils · velocity 0.0
The EDI data client is being dragged through its repository's identity-system migration.
Its velocity score of 0.0/10 reflects longer-term release cadence; its most recent meaningful update was “EDI-IDs replace Distinguished Names as authentication moves to IAM”.
Where teal.modules.clinical leans on clinical trials, shiny modules and teal, EDIutils focuses on ropensci, r package and api client.
EDIutils and teal.modules.clinical have shipped at a similar pace over the last 30 days, so the decision comes down to fit and feature depth.
Full EDIutils trajectory → · Compare teal.modules.clinical vs EDIutils →
Frequently asked questions
What are the best alternatives to teal.modules.clinical?
The top teal.modules.clinical alternatives we currently track in analytics tools are mirai, ggsurvfit, nanonext, DataSpaceR, metatools, ranked by recent ship velocity.
How is this list of teal.modules.clinical alternatives ranked?
Alternatives are ranked by Sparkpulse's velocity_score — release cadence + 30-day spark count + sector-relative ship rate.
Can I compare teal.modules.clinical directly with one of these alternatives?
Yes — every card has a "Compare with teal.modules.clinical" link to a side-by-side /compare page.