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Comparison · Analytics

DataSpaceR vs mlr3cmprsk

A side-by-side editorial comparison of DataSpaceR and mlr3cmprsk — release velocity, themes, recent moves, and the top alternatives to consider.

DataSpaceR vs mlr3cmprsk: at a glance

FeatureDataSpaceRmlr3cmprsk
SectorAnalyticsAnalytics
Velocity score2.50.0
Sparks · 30d00
Top themeshiv-research, immunology-data, api-client, antibody-sequencesmlr3, competing-risks, survival-analysis, machine-learning
Last editorial update1h ago2h ago
WebsiteVisit →Visit →

What is DataSpaceR?

DataSpaceR's 1.0.0 rebuilt its query API and opened up HIV antibody sequence data.

The R client for the CAVD DataSpace reached 1.0.0 in July 2026 after five years of small fixes. The release removed the mAb grid filtering and view methods in favour of filtering an availableMabs object with data.table syntax, applied that pattern to every query method, and added a class for querying DAASH, the Database of Annotated Antibody Sequences for HIV-1. The August patch restored the LANL monoclonal-antibody metadata requests and batched BCR sequence queries.

Read the full DataSpaceR trajectory →

What is mlr3cmprsk?

Competing risks arrive in mlr3, going from a non-parametric baseline to Fine-Gray regression in seven weeks.

mlr3cmprsk extends mlr3 to competing-risks analysis: learners predicting cumulative incidence functions, plus measures to score them. It appeared in February 2026 and reached 0.0.5 by April, adding a Fine-Gray learner and a Brier score along the way. The version numbers say pre-release; the cadence says active build-out.

Read the full mlr3cmprsk trajectory →

DataSpaceR vs mlr3cmprsk: editorial side-by-side

D
DataSpaceR
ANALYTICS
2.5

DataSpaceR's 1.0.0 rebuilt its query API and opened up HIV antibody sequence data.

◆ Current state

The R client for the CAVD DataSpace reached 1.0.0 in July 2026 after five years of small fixes. The release removed the mAb grid filtering and view methods in favour of filtering an availableMabs object with data.table syntax, applied that pattern to every query method, and added a class for querying DAASH, the Database of Annotated Antibody Sequences for HIV-1. The August patch restored the LANL monoclonal-antibody metadata requests and batched BCR sequence queries.

◆ Where it's heading

The package is converging on one query idiom — build a filtered object, then fetch — instead of per-domain grid methods, and each class now accepts multiple studies or antibodies rather than one. The 1.0.1 patch suggests the rewrite dropped functionality that users noticed, and it was put back rather than redesigned.

◆ Prediction

With DAASH access in place and the query surface unified, the next work is most likely more sequence-domain coverage and follow-up fixes to the batched query paths introduced in 1.0.1.

M
mlr3cmprsk
ANALYTICS
0.0

Competing risks arrive in mlr3, going from a non-parametric baseline to Fine-Gray regression in seven weeks.

◆ Current state

mlr3cmprsk extends mlr3 to competing-risks analysis: learners predicting cumulative incidence functions, plus measures to score them. It appeared in February 2026 and reached 0.0.5 by April, adding a Fine-Gray learner and a Brier score along the way. The version numbers say pre-release; the cadence says active build-out.

◆ Where it's heading

The package assembled a working evaluation stack fast. It started with the Aalen-Johansen estimator as a non-parametric baseline, added Fine-Gray as a regression alternative, then filled in the scoring side with an AUC refactor and a fixed-time Brier score. Development has run in lockstep with survdistr and mlr3extralearners, which picked up the dependency at 1.5.2.

◆ Prediction

The visible gaps are more learners — cause-specific Cox and boosting variants — and the tuning and pipeline integration the rest of mlr3 expects; the measure side currently looks further along than the model side.

Alternatives to DataSpaceR and mlr3cmprsk

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 DataSpaceR or mlr3cmprsk.

See all DataSpaceR alternatives → · See all mlr3cmprsk alternatives →

Recent activity from DataSpaceR and mlr3cmprsk

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

  1. 8d agoDataSpaceRLANL metadata requests restored and BCR queries batched
  2. 1mo agoDataSpaceRQuery API rebuilt and DAASH antibody sequence access added
  3. 4mo agomlr3cmprskBrier score for competing risks and an AUC refactor
  4. 4mo agomlr3cmprskFine-Gray learner brings regression modelling to competing risks
  5. 4mo agomlr3cmprskAalen-Johansen learner gains standard mlr3 properties
  6. 4mo agomlr3cmprskCIF interpolation pulled from survdistr
  7. 5mo agomlr3cmprskFirst release on mlr-org.r-universe
  8. 1y agoDataSpaceRFixes for antibody and donor queries
  9. 1y agoDataSpaceRLANL metadata added to neutralising-antibody pulls
  10. 4y agoDataSpaceRSession fix for CDS reports and snake-case bindings

Frequently asked questions

What is the difference between DataSpaceR and mlr3cmprsk?

They serve adjacent needs but don't currently overlap on shipped themes. DataSpaceR 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 DataSpaceR better than mlr3cmprsk?

Sparkpulse doesn't pick a winner — we score release velocity, not feature parity. DataSpaceR 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 Analytics products to evaluate alongside.

What are the best alternatives to DataSpaceR?

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

What are the best alternatives to mlr3cmprsk?

Top mlr3cmprsk alternatives in Analytics are ranked by recent ship velocity. Browse the "mlr3cmprsk alternatives" section above for the current picks, or visit /alternatives/mlr3cmprsk for the full list with editorial commentary on each.