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" , including variance estimation and optional adjustment for study-specific intercept shifts.


Reference manual

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install.packages("dsFedAteClient")

0.1.0 by Francisco Andrade, 5 hours ago


https://github.com/FranciscoAndrade90/dsFedAteClient


Report a bug at https://github.com/FranciscoAndrade90/dsFedAteClient/issues


Browse source code at https://github.com/cran/dsFedAteClient


Authors: Francisco Andrade [aut, cre] , Rémi Khellaf [aut] , Julie Josse [aut]


Documentation:   PDF Manual  


AGPL (>= 3) license


Imports cli, DSI, dsBaseClient, methods

Suggests devtools, dsFedAte, DSLite, knitr, MASS, rmarkdown, testthat


See at CRAN