Bootstrapped Total Effects and Mediation Analysis
Interventional effects for mediation analysis with multiple mediators
... 2.3%–3.4%) total difference in survival probability, about a quarter of this ...further mediation through the treatment variable (estimated effect ...
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Interventional effects for mediation analysis with multiple mediators.
... Without relying on any cross-world assumptions nor any assumptions about the causal structure of the mediators, thus allowing U in Figure 4, the results in Table 2 (obtained as detailed in the eAppendix) suggest that, of ...
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Effects of eHealth literacy on general practitioner consultations: A mediation analysis
... Methods Sample Data for a cross-sectional study were collected over a 4-month period in New Zealand, the United Kingdom, and the United States. The questionnaire was administered on the Web-based survey platform ...
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mediation: R package for causal mediation analysis
... package mediation for conducting causal mediation analysis in applied empirical ...causal effects of a treatment but also understanding the process in which the treatment causally affects the ...
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A review of causal mediation analysis for assessing direct and indirect treatment effects
... indirect effects, the controlled di- rect effect, and principal strata-specific ...the total population, mismeasured mediators, and sample selection/outcome ...
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Clustering in a Data Envelopment Analysis Using Bootstrapped Efficiency Scores
... Figure 11. The two inputs Number of full-time employees x1 and total expenses in $ x2) via the second output (number of patient discharges y 2 ). Figure 12 provides the dendrogram for the Dc (i,j) metric in the 2 ...
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Direct and indirect treatment effects - causal chains and mediation analysis with instrumental variables
... Most IV approaches in the mediation literature use a single instrument and therefore cover less general problems than analysed in this paper. Robins and Greenland (1992) and Geneletti (2007) consider an exogenous ...
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Estimating Vessel Efficiency Using a Bootstrapped Data Envelopment Analysis Model
... a computer with the Red Hat Linux operating system. It took approximately seven minutes to generate 1,000 samples and solve the DEA model for each sample. 9 Data Data were obtained from logbooks on vessels which used a ...
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An Analysis of Productivity Changes in the Iranian banking Industry: a Bootstrapped Malmquist Approach
... various bootstrapped Malmquist indices and efficiency scores to investigate the effects of government regulation on the performance of the Iranian banking industry over the period ...comprehensive ...
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A single-level random-effects cross-lagged panel model for longitudinal mediation analysis
... the effects in the model to be ...random effects specified in the model, and whether the two models lead to diverse conclusions regarding the key ...
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The effects of a tourniquet used in total knee arthroplasty: a meta-analysis
... the effects of tourniquet use or not in TKA have been published, but these studies had different ...the effects of a tourniquet use in TKA in order to provide an evidence for clear clinical ...
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Mediation and Moderation of Intergenerational Epigenetic Effects of Trauma
... 83 screening measures to aid intervention and prevention strategies and in the design and targeting of services to those who are most in need. Mothers’ mental health functioning during pregnancy should be investigated ...
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The effects of linguistic mediation on the identification of environmental sounds
... ‘cow’ and ‘violin’ - see Figure 1 for example). To assure that the semantically related and unrelated distracters were properly assigned, we made use of the measure Latent Semantic Analysis, or LSA (Landauer, ...
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A two-stage productivity analysis using bootstrapped Malmquist index and quantile regression
... In particular, the bivariate kernel estimator of the density of the original distance function estimates are used to preserve any temporal correlation present in the data. In this framework, an output-oriented Malmquist ...
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Survival mediation analysis with the death-truncated mediator: The completeness of the survival mediation parameter
... TE, total effect; RESE, rooted empirical standard error; RMSE rooted mean square error; IORW, inverse odds ratio weighting; IPW, inverse probability weighting; Reg, regression-based ...
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A computational description of simple mediation analysis
... a total effect, c xy , and the direct effect c xy|m ...in mediation analysis is b my|x , that is, the relation between m and y when controlling for the effect of x ...
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Causal mediation analysis with multiple mediators
... a total effect of heavy drinking on SBP, but the associated confidence interval is wide (mean difference ...the total effect at- tributed to a direct effect via other pathways (mean difference ranging from ...
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On Causal Mediation Analysis with a Survival Outcome
... causal mediation analysis has largely focused on structural models for a mean ...for mediation analysis for survival ...marginal total e¤ect and thus for the direct and indirect e¤ects, ...
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Statistical Methods for Causal Mediation Analysis
... for mediation of the MacArthur approach (Kraemer et ...a total effect and makes clear the no-unmeasured-confounding assump- tions needed for a causal ...standing mediation with binary outcomes and ...
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Causal mediation analysis with multiple mediators
... the total causal effect in the presence of the arrow from M 1 to M 2 ...review mediation estimands in the single mediator ...sensitivity analysis, and estimation methods are discussed briefly in ...
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