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DoseFinding vs geotargets

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

DoseFinding vs geotargets: at a glance

FeatureDoseFindinggeotargets
SectorAnalyticsAnalytics
Velocity score0.00.0
Sparks · 30d00
Top themesdose-response, mcp-mod, clinical-trials, model-averaginggeospatial, pipelines, r-package, ropensci
Last editorial update1h ago47m ago
WebsiteVisit →Visit →

What is DoseFinding?

New stewardship at openpharma, then two releases adding the methods MCP-Mod was missing

DoseFinding implements MCP-Mod and related dose-response methodology for clinical trial design and analysis. In 2024 it changed hands — Marius Thomas took over as maintainer, Novartis was recorded as copyright holder and funder, and the package moved to the openpharma GitHub organisation with roxygen documentation and a proper NEWS file. The two releases since have added substantive methodology: model averaging for dose-response fitting in 1.3-1, and conditional and predictive power for interim analyses in 1.4-1.

Read the full DoseFinding trajectory →

What is geotargets?

Geospatial targets grew from two raster helpers into a tiling and multi-backend pipeline layer.

geotargets extends the targets pipeline framework with target factories that know how to serialise geospatial objects — terra rasters and vectors, stars arrays, raster collections, and VRT references. It completed rOpenSci review and transferred ownership during 0.3.0. Writing behaviour is now configurable through per-target arguments and package-level options.

Read the full geotargets trajectory →

DoseFinding vs geotargets: editorial side-by-side

D
DoseFinding
ANALYTICS
0.0

New stewardship at openpharma, then two releases adding the methods MCP-Mod was missing

◆ Current state

DoseFinding implements MCP-Mod and related dose-response methodology for clinical trial design and analysis. In 2024 it changed hands — Marius Thomas took over as maintainer, Novartis was recorded as copyright holder and funder, and the package moved to the openpharma GitHub organisation with roxygen documentation and a proper NEWS file. The two releases since have added substantive methodology: model averaging for dose-response fitting in 1.3-1, and conditional and predictive power for interim analyses in 1.4-1.

◆ Where it's heading

The pattern before the handover was maintenance — R-devel compliance, a bug fix, a link. After it, each release carries a named methodological addition with an acknowledged contributor, plus documentation to match: a longitudinal analysis vignette shipped alongside the interim power work. Housekeeping continues underneath, mostly clearing deprecated ggplot2 interfaces, aes_string in one release and qplot in the next.

◆ Prediction

Given the last two releases each added one method with a supporting vignette, expect the next to follow the same shape. Both additions so far extend the package beyond fixed dose-response fitting, so adaptive and interim methodology is the more likely direction.

G
geotargets
ANALYTICS
0.0

Geospatial targets grew from two raster helpers into a tiling and multi-backend pipeline layer.

◆ Current state

geotargets extends the targets pipeline framework with target factories that know how to serialise geospatial objects — terra rasters and vectors, stars arrays, raster collections, and VRT references. It completed rOpenSci review and transferred ownership during 0.3.0. Writing behaviour is now configurable through per-target arguments and package-level options.

◆ Where it's heading

The arc runs from 'targets can hold a SpatRaster' to 'targets can hold a tiled, dynamically branched raster workflow with controlled datatype and driver.' Recent work is about giving users control over how objects hit disk — datatype, driver, metadata sidecars, pass-through arguments to the underlying writers — which is where correctness problems in geospatial pipelines actually live. External contributors are driving a visible share of it.

◆ Prediction

Expect continued work on write-path fidelity and format coverage rather than new target types, since the last two releases both resolved metadata and driver defaults that were silently losing information.

Alternatives to DoseFinding and geotargets

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 DoseFinding or geotargets.

See all DoseFinding alternatives → · See all geotargets alternatives →

Recent activity from DoseFinding and geotargets

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

  1. 1y agoDoseFindingConditional and predictive power for interim analyses
  2. 1y agogeotargetsGuards sozip metadata option against GDAL below 3.7
  3. 1y agogeotargetsVRT targets, datatype control, and GPKG default for vectors
  4. 1y agoDoseFindingModel averaging arrives for dose-response fitting
  5. 1y agogeotargetsstars backend and dynamically branched raster tiles
  6. 1y agoDoseFindingPackage moves to openpharma under new maintainership
  7. 2y agogeotargetsFirst release: raster, vector, and collection targets
  8. 2y agoDoseFindingCompliance update for R-devel
  9. 3y agoDoseFindingpowMCTBinCount bug fix

Frequently asked questions

What is the difference between DoseFinding and geotargets?

They serve adjacent needs but don't currently overlap on shipped themes. DoseFinding and geotargets 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 DoseFinding better than geotargets?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. DoseFinding and geotargets 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 DoseFinding?

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

What are the best alternatives to geotargets?

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