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On Sensitivity Value of Pair-Matched Observational Studies.

Authors :
Zhao, Qingyuan
Source :
Journal of the American Statistical Association. Jun2019, Vol. 114 Issue 526, p713-722. 10p.
Publication Year :
2019

Abstract

This article proposes a new quantity called the "sensitivity value," which is defined as the minimum strength of unmeasured confounders needed to change the qualitative conclusions of a naive analysis assuming no unmeasured confounder. We establish the asymptotic normality of the sensitivity value in pair-matched observational studies. The theoretical results are then used to approximate the power of a sensitivity analysis and select the design of a study. We explore the potential to use sensitivity values to screen multiple hypotheses in the presence of unmeasured confounding using a microarray dataset. Supplementary materials for this article are available online. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
01621459
Volume :
114
Issue :
526
Database :
Academic Search Index
Journal :
Journal of the American Statistical Association
Publication Type :
Academic Journal
Accession number :
136978873
Full Text :
https://doi.org/10.1080/01621459.2018.1429277