Statistical model for SUS-21-006 analysis
Authors/Creators
Description
Introduction
This resource contains the full statistical model from the search for
charged, long-lived supersymmetric particles in final states with one or
more disappearing tracks CMS-SUS-21-006. The
instructions below include a few basic examples on how to extract the
significance and signal strength measurements, for more details please
consult the Combine
documentation.
Software instructions
General installation instructions for Combine can be
found in the Combine
documentation.
A container image is provided to ensure reproducible results. The
results in this README are obtained using v9.2.1:
A slim version of the container image is also available at
gitlab-registry.cern.ch/cms-cloud/combine-standalone:v9.2.1-slim.
Versions of packages in the slim container image do not match exactly
with the ones in the default container, so small differences in the
output of commands with respect to the ones shown below are to be
expected.
You can copy files (such as the datacards and other inputs for
combine) using docker cp as documented here.
For the commands below, you may require running
ulimit -s unlimited; ulimit -u unlimited to avoid memory
issues.
Datacards
This resource contains the datacard input/datacard.txt
for all models and parameter points. In the datacard all signal rates
are set to 1., and are evaluated for different mass points
with
--setParameters mChine=180,dm=0.193 --freezeParameters mChine,dm
as shown in the example below. Cross section values for different values
of model parameters are store in RooSplineND objects in
input/signal_xs_and_unc/model_<model_name>.root
files.
In addition, the background-only datacard is provided as
input/bkg-only-datacard/datacard.txt. In this datacard, all
signal yields are set to 0, and only uncertainties modifying background
processes are present.
Limits
The limits for this analysis are calculated using the
AsymptoticLimits method. This analysis contains several
signal models
T5btbtLL, T6btLL, T6tbLL, PureHiggsino, PureWino with
multiple parameters points listed in the model_info.json
file. For example to extract the limits using PureHiggsino
signal model for chargino-LSP mass difference (dm) of 0.193
GeV and the chargino mass(mChine) of 180 GeV the following
commands have to be used:
export model=PureHiggsino
combine -M AsymptoticLimits input/datacard.txt --setParameters mChine=180,dm=0.193 --freezeParameters mChine,dmNote that it is important to set the model environment
variable export model=PureHiggsino. In the datacards, in
order to improve numerical stability during limit calculation, signal
yields were scaled with a so-called SHRINKFACTOR which is
listed the model_info.json file for each parameter point.
This factor needs to be taken into account in order to obtain the
correct limits on cross sections, as:
where refXsec is cross section of the signal model and
limit is any of the observed or expected limits output by
combine. Note that this scaling procedure is optional, and does not need
to be used in studies with new signals.
Files
Files
(17.5 MB)
| Name | Size | Download all |
|---|---|---|
|
md5:0fd5d84a5d7b2da898da077bf0db5288
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17.5 MB | Download |
Additional details
Related works
- Is metadata for
- Text: https://inspirehep.net/literature/2705044 (URL)