dsFedAteClient: Federated Average Treatment Effect Estimation Across Studies

Client-side 'DataSHIELD' package that orchestrates the federated estimation of the average treatment effect (ATE) across multiple independent randomised controlled trials (RCTs), each held on a separate data server. Implements in a federated way the g-formula estimator from Khellaf, Bellet and Josse (2025) "Federated Causal Inference: Multi-Study ATE Estimation beyond Meta-Analysis" <doi:10.48550/arXiv.2410.16870>, including variance estimation and optional adjustment for study-specific intercept shifts.

Version: 0.1.0
Imports: cli, DSI, dsBaseClient, methods
Suggests: devtools, dsFedAte, DSLite, knitr, MASS, rmarkdown, testthat (≥ 3.0.0)
Published: 2026-11-13
DOI: 10.32614/CRAN.package.dsFedAteClient (may not be active yet)
Author: Francisco Andrade [aut, cre], Rémi Khellaf [aut], Julie Josse [aut]
Maintainer: Francisco Andrade <francisco.de-lima-andrade at inria.fr>
BugReports: https://github.com/FranciscoAndrade90/dsFedAteClient/issues
License: AGPL (≥ 3)
URL: https://github.com/FranciscoAndrade90/dsFedAteClient
NeedsCompilation: no
Materials: README, NEWS
CRAN checks: dsFedAteClient results

Documentation:

Reference manual: dsFedAteClient.html , dsFedAteClient.pdf
Vignettes: Federated ATE for Randomised Controlled Trials (source, R code)

Downloads:

Package source: dsFedAteClient_0.1.0.tar.gz
Windows binaries: r-devel: not available, r-release: dsFedAteClient_0.1.0.zip, r-oldrel: dsFedAteClient_0.1.0.zip
macOS binaries: r-release (arm64): dsFedAteClient_0.1.0.tgz, r-oldrel (arm64): dsFedAteClient_0.1.0.tgz, r-release (x86_64): not available, r-oldrel (x86_64): not available

Linking:

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