Literature DB >> 32277465

Transporting stochastic direct and indirect effects to new populations.

Kara E Rudolph1, Jonathan Levy2, Mark J van der Laan2.   

Abstract

Transported mediation effects may contribute to understanding how interventions work differently when applied to new populations. However, we are not aware of any estimators for such effects. Thus, we propose two doubly robust, efficient estimators of transported stochastic (also called randomized interventional) direct and indirect effects. We demonstrate their finite sample properties in a simulation study. We then apply the preferred substitution estimator to longitudinal data from the Moving to Opportunity Study, a large-scale housing voucher experiment, to transport stochastic indirect effect estimates of voucher receipt in childhood on subsequent risk of mental health or substance use disorder mediated through parental employment across sites, thereby gaining understanding of drivers of the site differences.
© 2020 The International Biometric Society.

Entities:  

Keywords:  external validity; generalizability; instrumental variables; mediation; randomized interventional indirect effects; stochastic indirect effects; targeted maximum likelihood estimation; transportability

Mesh:

Year:  2020        PMID: 32277465      PMCID: PMC7664994          DOI: 10.1111/biom.13274

Source DB:  PubMed          Journal:  Biometrics        ISSN: 0006-341X            Impact factor:   1.701


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6.  Doubly robust nonparametric inference on the average treatment effect.

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Journal:  J R Stat Soc Series B Stat Methodol       Date:  2016-10-31       Impact factor: 4.488

9.  Longitudinal Mediation Analysis with Time-varying Mediators and Exposures, with Application to Survival Outcomes.

Authors:  Wenjing Zheng; Mark van der Laan
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10.  Composition or Context: Using Transportability to Understand Drivers of Site Differences in a Large-scale Housing Experiment.

Authors:  Kara E Rudolph; Nicole M Schmidt; M Maria Glymour; Rebecca Crowder; Jessica Galin; Jennifer Ahern; Theresa L Osypuk
Journal:  Epidemiology       Date:  2018-03       Impact factor: 4.822

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  2 in total

1.  Efficiently transporting causal direct and indirect effects to new populations under intermediate confounding and with multiple mediators.

Authors:  Kara E Rudolph; Iván Díaz
Journal:  Biostatistics       Date:  2022-07-18       Impact factor: 5.279

2.  Using Transportability to Understand Differences in Mediation Mechanisms Across Trial Sites of a Housing Voucher Experiment.

Authors:  Kara E Rudolph; Jonathan Levy; Nicole M Schmidt; Elizabeth A Stuart; Jennifer Ahern
Journal:  Epidemiology       Date:  2020-07       Impact factor: 4.860

  2 in total

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