contrmat: Construct Contrast Matrix for Two-Group Comparisons

In metafor: Meta-Analysis Package for R

Construct Contrast Matrix for Two-Group Comparisons

Description

Function to construct a matrix that indicates which two groups have been contrasted against each other in each row of a dataset.

Usage

contrmat(data, grp1, grp2, last, shorten=FALSE, minlen=2, check=TRUE, append=TRUE)

Arguments

data	a data frame in wide format.
grp1	either the name (given as a character string) or the position (given as a single number) of the first group variable in the data frame.
grp2	either the name (given as a character string) or the position (given as a single number) of the second group variable in the data frame.
last	optional character string to specify which group will be placed in the last column of the matrix (must be one of the groups in the group variables). If not given, the most frequently occurring second group is placed last.
shorten	logical to specify whether the variable names corresponding to the group names should be shortened (the default is FALSE).
minlen	integer to specify the minimum length of the shortened variable names (the default is 2).
check	logical to specify whether the variables names should be checked to ensure that they are syntactically valid variable names and if not, they are adjusted (by make.names) so that they are (the default is TRUE).
append	logical to specify whether the contrast matrix should be appended to the data frame specified via the data argument (the default is TRUE). If append=FALSE, only the contrast matrix is returned.

Details

The function can be used to construct a matrix that indicates which two groups have been contrasted against each other in each row of a data frame (with 1 for the first group, -1 for the second group, and 0 otherwise).

The grp1 and grp2 arguments are used to specify the group variables in the dataset (either as character strings or as numbers indicating the column positions of these variables in the dataset). Optional argument last is used to specify which group will be placed in the last column of the matrix.

If shorten=TRUE, the variable names corresponding to the group names are shortened (to at least minlen; the actual length might be longer to ensure uniqueness of the variable names).

The examples below illustrate the use of this function.

Value

A matrix with as many variables as there are groups.

Author(s)

Wolfgang Viechtbauer [e-mail] https://www.metafor-project.org

References

Viechtbauer, W. (2010). Conducting meta-analyses in R with the metafor package. Journal of Statistical Software, 36(3), 1–48. ⁠https://doi.org/10.18637/jss.v036.i03⁠

See Also

to.wide for a function to create ‘wide’ format datasets.

dat.senn2013, dat.hasselblad1998, dat.lopez2019 for illustrative examples.

Examples

### restructure to wide format
dat <- dat.senn2013
dat <- dat[c(1,4,3,2,5,6)]
dat <- to.wide(dat, study="study", grp="treatment", ref="placebo", grpvars=4:6)
dat

### add contrast matrix
dat <- contrmat(dat, grp1="treatment.1", grp2="treatment.2")
dat

### data in long format
dat <- dat.hasselblad1998
dat

### restructure to wide format
dat <- to.wide(dat, study="study", grp="trt", ref="no_contact", grpvars=6:7)
dat

### add contrast matrix
dat <- contrmat(dat, grp1="trt.1", grp2="trt.2", shorten=TRUE, minlen=3)
dat

metafor documentation built on May 29, 2024, 7:44 a.m.