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Propensity Score Methods for Bias Reduction in Observational Studies of Treatment Effect

Authors :
Gillian A. Hawker
Sindhu R. Johnson
George Tomlinson
Brian M. Feldman
John Granton
Source :
Rheumatic Disease Clinics of North America. 44:203-213
Publication Year :
2018
Publisher :
Elsevier BV, 2018.

Abstract

A challenge to the use of observational data to study treatment effects is the issue of confounding. Noncomparability of exposed and nonexposed subjects can lead to biased estimation of the treatment effect. The propensity score is a balancing score that can be used to form matched groups, or pairs, that are not systematically different and enable nonbiased comparisons between groups. This article reviews propensity score methods with an illustrative example of the application of propensity score matching in an observational study of an uncommon disease (systemic sclerosis).

Details

ISSN :
0889857X
Volume :
44
Database :
OpenAIRE
Journal :
Rheumatic Disease Clinics of North America
Accession number :
edsair.doi.dedup.....601f6263ab29c4294236818c67649a39
Full Text :
https://doi.org/10.1016/j.rdc.2018.01.002