The compliance score as a regressor in randomized trials |
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Authors: | Joffe Marshall M Ten Have Thomas R Brensinger Colleen |
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Affiliation: | Department of Biostatistics and Epidemiology, University of Pennsylvania School of Medicine, 602 Blockley Hall, 423 Guardian Dr, Philadelphia, PA 19104-6021, USA. mjoffe@cceb.upenn.edu |
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Abstract: | ![]() The compliance score in randomized trials is a measure of the effect of randomization on treatment received. It is in principle a group-level pretreatment variable and so can be used where individual-level measures of treatment received can produce misleading inferences. The interpretation of models with the compliance score as a regressor of interest depends on the link function. Using the identity link can lead to valid inference about the effects of treatment received even in the presence of nonrandom noncompliance; such inference is more problematic for nonlinear links. We illustrate these points with data from two randomized trials. |
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Keywords: | Causal inference Instrumental variables Noncompliance Potential outcomes Randomized trials |
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