ExtractSummaryStatisticsRandomizedExp {reproducer} | R Documentation |
ExtractSummaryStatisticsRandomizedExp
Description
This function extracts data obtained from the lme4 package lmer function. It assumes a simple randomized experiment with each element having one or more repeated measures. It outputs the mean together with its standard error and confidence interval bounds.
Usage
ExtractSummaryStatisticsRandomizedExp(lmeRA, N, alpha = 0.05)
Arguments
lmeRA |
The output from the lmer function |
N |
The total number of observations |
alpha |
the probability level to be used when constructing the confidence interval bounds. |
Value
REA.Summary A dataframe holding the number of observations N, the overall mean value as its standard error reported as by the lmer function, and its confidence interval bounds.
Author(s)
Barbara Kitchenham and Lech Madeyski
Examples
ShortExperimentNames <- c("E1", "E2", "E3", "E4")
FullExperimentNames <- c("EUBAS", "R1UCLM", "R2UCLM", "R3UCLM")
Metrics <- c("Comprehension", "Modification")
Groups <- c("A", "B", "C", "D")
Type <- c(rep("4G", 4))
StudyID <- "S2"
Control <- "SC"
ReshapedData <- ExtractExperimentData(
KitchenhamEtAl.CorrelationsAmongParticipants.Scanniello14TOSEM,
ExperimentNames = FullExperimentNames, idvar = "ParticipantID", timevar = "Period",
ConvertToWide = TRUE
)
NewTable <- ConstructLevel1ExperimentRData(
ReshapedData, StudyID, ShortExperimentNames, Groups,
Metrics, Type, Control
)
resRe <- lme4::lmer(r ~ (1 | Id), data = NewTable)
summary(resRe)
# Linear mixed model fit by REML ['lmerMod']
# Formula: r ~ (1 | Id)
# REML criterion at convergence: 47.8
# Scaled residuals:
# Min 1Q Median 3Q Max
# -1.4382 -0.9691 0.2190 0.8649 1.4761
#
# Random effects:
# Groups Name Variance Std.Dev.
# Id (Intercept) 0.03978 0.1994
# Residual 0.20974 0.4580
# Number of obs: 32, groups: Id, 16
#
# Fixed effects:
# Estimate Std. Error t value
# (Intercept) 0.06175 0.09508 0.649
# N=length(NewTable$r)
ExtractSummaryStatisticsRandomizedExp(lmeRA = resRe, N = 32, alpha = 0.05)
# N Mean SE LowerBound UpperBound
# 1 32 0.06175 0.09508 -0.1319 0.2554
[Package reproducer version 0.5.3 Index]