A Causal Inference Framework for Leveraging External Controls in Hybrid Trials

We consider the challenges associated with causal inference in settings where data from a randomized trial is augmented with control data from an external source to improve efficiency in estimating the average treatment effect (ATE). Through the development of a formal causal inference framework, we...

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Bibliographische Detailangaben

Hauptverfasser:	Valancius, Michael, Pang, Herb, Zhu, Jiawen, Cole, Stephen R, Funk, Michele Jonsson, Kosorok, Michael R
Format:	Artikel
Sprache:	eng
Schlagworte:	Statistics - Machine Learning Statistics - Methodology
Online-Zugang:	Volltext bestellen
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