CRAN/E | subscreen

subscreen

Systematic Screening of Study Data for Subgroup Effects

Installation

About

Identifying outcome relevant subgroups has now become as simple as possible! The formerly lengthy and tedious search for the needle in a haystack will be replaced by a single, comprehensive and coherent presentation. The central result of a subgroup screening is a diagram in which each single dot stands for a subgroup. The diagram may show thousands of them. The position of the dot in the diagram is determined by the sample size of the subgroup and the statistical measure of the treatment effect in that subgroup. The sample size is shown on the horizontal axis while the treatment effect is displayed on the vertical axis. Furthermore, the diagram shows the line of no effect and the overall study results. For small subgroups, which are found on the left side of the plot, larger random deviations from the mean study effect are expected, while for larger subgroups only small deviations from the study mean can be expected to be chance findings. So for a study with no conspicuous subgroup effects, the dots in the figure are expected to form a kind of funnel. Any deviations from this funnel shape hint to conspicuous subgroups. This approach was presented in Muysers (2020) doi:10.1007/s43441-019-00082-6 and referenced in Ballarini (2020) doi:10.1002/pst.2012. New to version 3 is the Automatic Screening of one- or MUlti-factorial Subgroups (ASMUS) for documentation of the structured review of subgroup findings.

Key Metrics

Version 3.0.7
Published 2022-05-12 719 days ago
Needs compilation? no
License GPL-3
CRAN checks subscreen results

Downloads

Yesterday 18 +500%
Last 7 days 97 +10%
Last 30 days 295 -3%
Last 90 days 883 -18%
Last 365 days 3.611 -6%

Maintainer

Maintainer

Bodo Kirsch

bodo.kirsch@bayer.com

Authors

Bodo Kirsch
Steffen Jeske
Susanne Lippert
Thomas Schmelter
Christoph Muysers
Hermann Kulmann

Material

NEWS
Reference manual
Package source

Vignettes

subscreen Package Manual

macOS

r-release

arm64

r-oldrel

arm64

r-release

x86_64

r-oldrel

x86_64

Windows

r-devel

x86_64

r-release

x86_64

r-oldrel

x86_64

Old Sources

subscreen archive

Imports

utils
plyr
data.table
grDevices
graphics
shiny
DT
stats
shinyjs
bsplus
jsonlite
colourpicker
dplyr
ranger
purrr
shinyWidgets

Suggests

parallel
survival
knitr
rmarkdown