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Constantine Frangakis

Researcher at Johns Hopkins University

Publications -  168
Citations -  12272

Constantine Frangakis is an academic researcher from Johns Hopkins University. The author has contributed to research in topics: Randomized controlled trial & Population. The author has an hindex of 43, co-authored 159 publications receiving 10432 citations. Previous affiliations of Constantine Frangakis include Athens State University & Emory University.

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Multiple Imputation by Chained Equations: What is it and how does it work?

TL;DR: This paper provides an introduction to the MICE method with a focus on practical aspects and challenges in using this method.
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Principal stratification in causal inference.

TL;DR: This work proposes a general framework for comparing treatments adjusting for posttreatment variables that yields principal effects based on principal stratification and attacks the problem of surrogate or biomarker endpoints, where all current definitions of surrogacy do not generally have the desired interpretation as causal effects of treatment on outcome.
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Addressing complications of intention-to-treat analysis in the combined presence of all-or-none treatment-noncompliance and subsequent missing outcomes

TL;DR: In this article, the combined impact of all-or-none compliance and subsequent missing outcomes can have on the estimation of the intention-to-treat effect of assignment in randomised studies.