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Doubly Robust Estimation with the R Package drgee

Zetterqvist, Johan; Sjölander, Arvid - In: Epidemiologic Methods 4 (2015) 1, pp. 69-86

Abstract A common goal of epidemiologic research is to study the association between a certain exposure and a certain outcome, while controlling for important covariates. This is often done by fitting a restricted mean model for the outcome, as in generalized linear models (GLMs) and in...

Persistent link: https://www.econbiz.de/10014590607

Mediation Analysis with Attributable Fractions

Sjölander, Arvid - In: Epidemiologic Methods 7 (2018) 1

Abstract The attributable fraction is a common measure in epidemiological research, which quantifies the public health impact of a particular exposure on a particular outcome. Often, the exposure effect may be mediated through a third variable, which lies on the causal pathway between the...

Persistent link: https://www.econbiz.de/10014590634

The Deductive Approach to Causal Inference

Pearl, Judea - In: Journal of Causal Inference 2 (2014) 2, pp. 115-129

number of pending problems in causal analysis, including questions of confounding control, policy analysis, mediation …

Persistent link: https://www.econbiz.de/10014610813

Graphoids over Counterfactuals

Pearl, Judea - In: Journal of Causal Inference 2 (2014) 2, pp. 243-248

Abstract Augmenting the graphoid axioms with three additional rules enables us to handle independencies among observed as well as counterfactual variables. The augmented set of axioms facilitates the derivation of testable implications and ignorability conditions whenever modeling assumptions...

Persistent link: https://www.econbiz.de/10014610818

On Partial Identification of the Natural Indirect Effect

Miles, Caleb; Kanki, Phyllis; Meloni, Seema; Tchetgen … - In: Journal of Causal Inference 5 (2017) 2

Abstract In causal mediation analysis, nonparametric identification of the natural indirect effect typically relies on …

Persistent link: https://www.econbiz.de/10014610841

Identification of causal intervention effects under contagion

Cai, Xiaoxuan; Loh, Wen Wei; Crawford, Forrest W. - In: Journal of Causal Inference 9 (2021) 1, pp. 9-38

Abstract Defining and identifying causal intervention effects for transmissible infectious disease outcomes is challenging because a treatment – such as a vaccine – given to one individual may affect the infection outcomes of others. Epidemiologists have proposed causal estimands to quantify...

Persistent link: https://www.econbiz.de/10014610893

Decomposition of the total effect for two mediators: A natural mediated interaction effect framework

Gao, Xin; Li, Li; Luo, Li - In: Journal of Causal Inference 10 (2022) 1, pp. 18-44

Abstract Mediation analysis has been used in many disciplines to explain the mechanism or process that underlies an … the total effect (TE) of an exposure variable into effects characterizing mediation pathways and interactions have gained … into the effects that are due to mediation only, interaction only, both mediation and interaction, neither mediation nor …

Persistent link: https://www.econbiz.de/10014610905

Nonparametric inference for interventional effects with multiple mediators

Benkeser, David; Ran, Jialu - In: Journal of Causal Inference 9 (2021) 1, pp. 172-189

techniques in estimation of interventional mediation effects. …

Persistent link: https://www.econbiz.de/10014610906

Clarifying causal mediation analysis: Effect identification via three assumptions and five potential outcomes

Nguyen, Trang Quynh; Schmid, Ian; Ogburn, Elizabeth L.; … - In: Journal of Causal Inference 10 (2022) 1, pp. 246-279

Abstract Causal mediation analysis is complicated with multiple effect definitions that require different sets of … identifying assumptions of these various estimands will help researchers conduct appropriate mediation analyses and interpret the …

Persistent link: https://www.econbiz.de/10014610923

Report Wirtschaftsmediation : Krisen meistern durch professionelles Konflikt-Management

Eyer, Eckhard (contributor); … - 2003 - 2. Aufl.

Persistent link: https://www.econbiz.de/10009414635