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Missing Data

Authors: Gabrio, Andrea; Mason, Alexina; Leurent, Baptiste; Gomes, Manuel;

Missing Data

Abstract

This chapter details methods for handling missing data in health economic evaluations, focusing on cost-effectiveness analyses of randomised controlled trials. It explores different types of missingness (MCAR, MAR, MNAR), outlining the implications of each for analysis. The chapter then compares ad-hoc methods (case deletion, single imputation) with statistically principled methods (multiple imputation, fully Bayesian approaches). A case study using the Ten Top Tips trial illustrates multiple imputation and Bayesian techniques, including sensitivity analyses to assess the robustness of results under varying missing data assumptions. The Bayesian approach is explored extensively using JAGS within R.

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Netherlands
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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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