amelidiate: Function for combining outputs from mediations function and...

Description Usage Arguments Details Value Author(s) See Also Examples

View source: R/amelidiate.R

Description

'amelidiate' takes the output from mediations and stacks the different vectors. Next it outputs these stacked vectors in the format of a mediate object.

Usage

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Arguments

g

output from mediations that used the same models and variables but run on different datasets.

Details

amelidiate is designed to help users process multiple datasets where missing values have been imputed. First create multiple datasets using your preferred imputation software.

Next pass the data sets, as shown in the example below, to the mediations function. Finally pass the output of mediations through the amelidiate function. This will output an object that can then be passed through the standard summary and plot commands.

This function is not completely developed. It does not support models for ordered outcomes, inherits the limitations of the mediations function, and does not pass the information required for calculation of p-values.

Value

An object of class "mediate".

Author(s)

Dustin Tingley, Harvard University, dtingley@gov.harvard.edu

See Also

mediate, mediations.

Examples

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## Not run: 
# Hypothetical example

## To use mediations, must make list of multiple datasets. Then, 
## must also repeat the treatment assignment list as many times 
## as you have data sets.
# datasets <- list(D1=D1, D2=D2) # list of multiply imputed data sets
# mediators <- c("M1")
# outcome <- c("Ycont1")
# treatment <- c("T1","T1") # note how the treatment indicator is repeated
# covariates <- c("X1+X2")
# olsols <- mediations(datasets, treatment, mediators, outcome, covariates, 
#                      families=c("gaussian","gaussian"), interaction=FALSE,
#                      conf.level=.90, sims=1000)
# output <- amelidiate(olsols)
# summary(output)
# plot(output)

## End(Not run)

Example output

Loading required package: MASS
Loading required package: Matrix
Loading required package: mvtnorm
Loading required package: sandwich
mediation: Causal Mediation Analysis
Version: 4.4.7

mediation documentation built on Oct. 9, 2019, 1:04 a.m.