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<h1 id="software-developed-at-ctu-bern">Software developed at CTU Bern</h1>
<p>In addition to assisting researchers with their research, we also develop tools to assist with various tasks (primarily statistical and reporting). In the spirit of open science, we share these tools on various sharing platforms.</p>
<h2 id="r-packages">R packages</h2>
<p>R is one of the two main statistical programming languages used at CTU Bern. During our work, we have developed the following packages for various tasks.</p>
<h3 id="accrualplot-"><a href="https://github.com/CTU-Bern/accrualPlot"><code>accrualPlot</code></a> <img src="data:image/png;base64,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" align="right" height="150"></h3>
<p>With <code>accrualPlot</code>, it is easy to depict recruitment as a cumulative incidence curve, a bar plot or to estimate the time point at which a given number of participants will be been enrolled.</p>
<img 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">
<p>More information on <code>accrualPlot</code> is available <a href="https://ctu-bern.github.io/accrualPlot">here</a>.</p>
<h3 id="btabler-"><a href="https://github.com/CTU-Bern/btabler"><code>btabler</code></a> <img src="data:image/png;base64,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" align="right" height="150"></h3>
<p><code>btabler</code> is a wrapper around the <a href="https://cran.r-project.org/web/packages/xtable/"><code>xtable</code></a> package allowing more optimized tables for use in LaTeX reports.</p>
<img src="data:image/png;base64,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" 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<p>More information on <code>btabler</code> is available <a href="https://ctu-bern.github.io/btabler/">here</a>.</p>
<h3 id="hsar"><a href="https://github.com/CTU-Bern/HSAr"><code>HSAr</code></a></h3>
<p><code>HSAr</code> is a by-product of CTU Bern’s involvement in the SNFs <a href="http://www.nfp74.ch/en/Pages/Home.aspx">Smarter Health Case National Research Programme (NRP74)</a>. It provides an approach for creating so-called Hospital Service Areas - aggregated areas supposed to reflect the patterns of flow from people live to where they go to hospital. The method is described <a href="https://onlinelibrary.wiley.com/doi/full/10.1111/1475-6773.13275">here</a>. (The main repository is <a href="https://github.com/aghaynes/HSAr">here</a>)</p>
<h3 id="kpitools-"><a href="https://github.com/CTU-Bern/kpitools"><code>kpitools</code></a> <img src="data:image/png;base64,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" align="right" height="150"></h3>
<p>Risk based monitoring was introduced as a GCP topic in the ICH GCP E6(R2) revision with the aim of identifying particularly important risks to a trial in order to circumvent them earlier and limit their influence on a given trial. <code>kpitools</code> has tools to assist in the calculation and reporting of such risks (i.e. Key Performance Indicators, KPIs).</p>
<p>More information on <code>kpitools</code> is available <a href="https://ctu-bern.github.io/kpitools">here</a>.</p>
<h3 id="presize-"><a href="https://github.com/CTU-Bern/presize"><code>presize</code></a> <img src="data:image/png;base64,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" align="right" height="150"></h3>
<p><code>presize</code> is a package for precision based sample size calculations. Rather than having a specific hypothesis to test, a trial might be rather aimed at estimating the magnitude of a effect and want to have an estimate with a certain precision (e.g. ‘how wide would my confidence interval be with so-and-so many participants?’, or ‘how many participants would be required to attain a confidence interval so wide?’).</p>
<p><code>presize</code> is available on <a href="https://cran.r-project.org/web/packages/presize">CRAN</a> and a user-friendly, non-programmatic version of the application is available <a href="https://shiny.ctu.unibe.ch/presize/">here</a> for those unfamiliar with R.</p>
<h3 id="r-package-universe">R Package universe</h3>
<p>CTU Bern also has a so-called <a href="https://ctu-bern.r-universe.dev">universe</a>, hosted by <a href="https://ropensci.org/r-universe/">ROpenSci</a>, for easier installation of our R packages. For packages not on CRAN, and those with versions not yet posted to CRAN, it allows the installation of packages as if the packages in the universe were a part of CRAN. For instance, <code>presize</code> is on <a href="https://cran.r-project.org/web/packages/presize">CRAN</a> but it’s development version is on <a href="https://github.com/CTU-Bern/presize">GitHub</a>. The CRAN version of the package can be installed with <code>install.packages("presize")</code>, while the development version must be installed with <code>remotes::install_github("CTU-Bern/presize")</code>. By using the CTU-Bern universe, it is possible to install the development version of <code>presize</code> via the first syntax. The following code can be used to tell R to search the CTU Bern universe for a package first and install it from there if available and if not search CRAN instead (or whatever repository is mentioned in the second place).</p>
<div class="sourceCode" id="cb1"><pre class="sourceCode r"><code class="sourceCode r"><span id="cb1-1"><a href="#cb1-1"></a><span class="kw">options</span>(<span class="dt">repos =</span> <span class="kw">c</span>(<span class="dt">ctu =</span> <span class="st">"https://ctu-bern.r-universe.dev"</span>,</span>
<span id="cb1-2"><a href="#cb1-2"></a> <span class="dt">cran =</span> <span class="st">"https://cloud.r-project.org"</span>))</span></code></pre></div>
<p><code>presize</code>, or any of the packages mentioned above, can then be installed into R via e.g. <code>install.packages("presize")</code>.</p>
<p>As well as the installation of the packages, the universe also has the vignettes and articles compiled</p>
<p>The <code>options</code> code above should be put towards the top of a script or perhaps in a <code>.Rprofile</code> file (typically stored in the Documents or project folder and is used for setting your personal defaults). See <a href="https://support.rstudio.com/hc/en-us/articles/360047157094-Managing-R-with-Rprofile-Renviron-Rprofile-site-Renviron-site-rsession-conf-and-repos-conf">here</a> for more details.</p>
<h2 id="stata">Stata</h2>
<p>Stata is the second programming language primarily used at CTU Bern. Again, we have developed various codes that may be of general interest to users.</p>
<h3 id="btable-"><a href="https://github.com/CTU-Bern/btable"><code>btable</code></a> <img src="data:image/png;base64,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" align="right" height="150"></h3>
<p><code>btable</code> makes creating baseline tables simple in Stata. It is a very flexible approach used by most statisticians at CTU Bern, even those that primarily use R for their analyses.</p>
<h3 id="stata_secutrial"><a href="https://github.com/CTU-Bern/stata_secutrial"><code>stata_secutrial</code></a></h3>
<p>This repository contains code for reading secuTrial data into Stata and does a lot of preparatory tasks such as labeling variables and formatting dates.</p>
<h2 id="other-packages">Other packages…</h2>
<p>CTU Bern was also actively involved in programming the <a href="https://github.com/SwissClinicalTrialOrganisation/secuTrialR"><code>secuTrialR</code></a> package for loading secuTrial datasets in to R.</p>
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