diff --git a/404.html b/404.html
index 6b402fa6..fc0bbcdb 100644
--- a/404.html
+++ b/404.html
@@ -274,7 +274,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="https://epiverse-trace.github.io/tutorials/LICENSE.html" class="external-link">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -297,8 +297,8 @@ <h1>Page not found</h1>
   "url": "https://epiverse-trace.github.io/tutorials/404.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/404.html",
   "dateCreated": "2023-10-31",
-  "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "dateModified": "2023-11-07",
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index d6a79a6e..1ee77268 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -300,7 +300,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -324,7 +324,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://epiverse-trace.github.io/tutorials/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-10-31",
   "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index 52a25824..d53e8481 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -348,7 +348,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -372,7 +372,7 @@ <h1>Licenses</h1>
   "identifier": "https://epiverse-trace.github.io/tutorials/LICENSE.html",
   "dateCreated": "2023-10-31",
   "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 64730e3f..d3841398 100644
--- a/aio.html
+++ b/aio.html
@@ -1609,7 +1609,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -1633,8 +1633,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://epiverse-trace.github.io/tutorials/aio.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/aio.html",
   "dateCreated": "2023-10-31",
-  "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "dateModified": "2023-11-07",
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/compare-interventions.html b/compare-interventions.html
index 9efb8155..aa511c61 100644
--- a/compare-interventions.html
+++ b/compare-interventions.html
@@ -406,7 +406,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -430,7 +430,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://epiverse-trace.github.io/tutorials/compare-interventions.html",
   "dateCreated": "2023-10-31",
   "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/config.yaml b/config.yaml
index 091790fa..e5bca582 100644
--- a/config.yaml
+++ b/config.yaml
@@ -59,6 +59,10 @@ contact: 'andree.valle-campos@lshtm.ac.uk' #FIXME
 
 # Order of episodes in your lesson
 episodes:
+- simulating-transmission.Rmd
+- model-choices.Rmd
+- modelling-interventions.Rmd
+- compare-interventions.Rmd
 
 # Information for Learners
 learners:
@@ -74,4 +78,5 @@ profiles:
 # This space below is where custom yaml items (e.g. pinning
 # sandpaper and varnish versions) should live
 
+sandpaper: 'carpentries/sandpaper#533'
 
diff --git a/images.html b/images.html
index 8b8c170a..f6e90d0a 100644
--- a/images.html
+++ b/images.html
@@ -331,7 +331,7 @@ <h3 id="compare-interventions-figure-1">Figure 1</h3>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -355,8 +355,8 @@ <h3 id="compare-interventions-figure-1">Figure 1</h3>
   "url": "https://epiverse-trace.github.io/tutorials/images.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/images.html",
   "dateCreated": "2023-10-31",
-  "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "dateModified": "2023-11-07",
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index e2d952d7..96d2d684 100644
--- a/index.html
+++ b/index.html
@@ -295,7 +295,7 @@ <h2 class="accordion-header" id="flush-headingTwelve">
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -318,8 +318,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://epiverse-trace.github.io/tutorials/index.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/index.html",
   "dateCreated": "2023-10-31",
-  "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "dateModified": "2023-11-07",
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index f9248878..e7d28bbe 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -313,7 +313,7 @@ <h1>Instructor Notes</h1>
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -337,8 +337,8 @@ <h1>Instructor Notes</h1>
   "url": "https://epiverse-trace.github.io/tutorials/instructor-notes.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor-notes.html",
   "dateCreated": "2023-10-31",
-  "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "dateModified": "2023-11-07",
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index e2faf626..107638c4 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -274,7 +274,7 @@ <h1>Page not found</h1>
         <p>Materials licensed under <a href="https://epiverse-trace.github.io/tutorials/LICENSE.html" class="external-link">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -297,8 +297,8 @@ <h1>Page not found</h1>
   "url": "https://epiverse-trace.github.io/tutorials/instructor/404.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/404.html",
   "dateCreated": "2023-10-31",
-  "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "dateModified": "2023-11-07",
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index a33d11f7..eeddc59a 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -301,7 +301,7 @@ <h1>Contributor Code of Conduct</h1>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -325,7 +325,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2023-10-31",
   "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 9f15dbcc..c2b0a318 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -349,7 +349,7 @@ <h1>Licenses</h1>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -373,7 +373,7 @@ <h1>Licenses</h1>
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/LICENSE.html",
   "dateCreated": "2023-10-31",
   "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 34ab31ca..5f52e128 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -1244,7 +1244,7 @@ <h3 class="accordion-header" id="headingInstructor1">
   Instructor Note
   </h3>
 </button>
-<div id="collapseInstructor1" class="accordion-collapse collapse" aria-labelledby="headingInstructor1" data-bs-parent="#accordionInstructor1">
+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>In this tutorial different types of intervention and how they can be
 modelled are introduced. Learners should be able to understand the
@@ -1677,7 +1677,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -1701,8 +1701,8 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "url": "https://epiverse-trace.github.io/tutorials/instructor/aio.html",
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/aio.html",
   "dateCreated": "2023-10-31",
-  "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "dateModified": "2023-11-07",
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/instructor/compare-interventions.html b/instructor/compare-interventions.html
index 4ebf3e9b..b3d5cfc3 100644
--- a/instructor/compare-interventions.html
+++ b/instructor/compare-interventions.html
@@ -424,7 +424,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -448,7 +448,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://epiverse-trace.github.io/tutorials/instructor/compare-interventions.html",
   "dateCreated": "2023-10-31",
   "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index f6b809db..97b75f7e 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -329,7 +329,7 @@ <h3 id="compare-interventions-figure-1">Figure 1</h3>
         <p>Materials licensed under <a href="../LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/instructor/index.html b/instructor/index.html
index 3fe9b8a7..6b8280e2 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 23cab7cb..c1bf3c87 100644
--- a/instructor/instructor-notes.html
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/instructor/key-points.html b/instructor/key-points.html
index 1e096517..17750a12 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/instructor/model-choices.html b/instructor/model-choices.html
index ee75e431..be119ecc 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
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diff --git a/instructor/modelling-interventions.html b/instructor/modelling-interventions.html
index a1de24cd..d8990052 100644
--- a/instructor/modelling-interventions.html
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@@ -317,7 +317,7 @@ <h3 class="accordion-header" id="headingInstructor1">
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+<div id="collapseInstructor1" class="accordion-collapse collapse" data-bs-parent="#accordionInstructor1" aria-labelledby="headingInstructor1">
 <div class="accordion-body">
 <p>In this tutorial different types of intervention and how they can be
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/instructor/profiles.html b/instructor/profiles.html
index b6cd879b..fdf55e49 100644
--- a/instructor/profiles.html
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@@ -252,7 +252,7 @@ <h1>Learner Profiles</h1>
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/instructor/reference.html b/instructor/reference.html
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--- a/instructor/reference.html
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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@@ -891,7 +891,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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diff --git a/key-points.html b/key-points.html
index 3ca33466..3dd89ced 100644
--- a/key-points.html
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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index c899175c..69efb5c5 100644
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
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diff --git a/pkgdown.yml b/pkgdown.yml
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--- a/pkgdown.yml
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@@ -2,5 +2,5 @@ pandoc: 2.19.2
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diff --git a/profiles.html b/profiles.html
index d419136b..d03494ff 100644
--- a/profiles.html
+++ b/profiles.html
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-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
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@@ -276,8 +276,8 @@ <h1>Learner Profiles</h1>
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-  "dateModified": "2023-10-31",
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diff --git a/reference.html b/reference.html
index 4afea745..51e8a9a6 100644
--- a/reference.html
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@@ -372,7 +372,7 @@ <h4 id="vector-borne-transmission">Vector-borne transmission<a class="anchor" ar
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -396,7 +396,7 @@ <h4 id="vector-borne-transmission">Vector-borne transmission<a class="anchor" ar
   "identifier": "https://epiverse-trace.github.io/tutorials/reference.html",
   "dateCreated": "2023-10-31",
   "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "datePublished": "2023-11-07"
 }
 
   </script><script>
diff --git a/renv.lock b/renv.lock
index d5070491..39027736 100644
--- a/renv.lock
+++ b/renv.lock
@@ -17,6 +17,84 @@
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@@ -27,6 +105,16 @@
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@@ -38,6 +126,20 @@
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@@ -48,6 +150,16 @@
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@@ -58,6 +170,70 @@
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@@ -89,6 +265,43 @@
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@@ -100,6 +313,43 @@
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@@ -120,6 +370,18 @@
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@@ -141,6 +403,77 @@
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@@ -162,6 +495,59 @@
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@@ -173,6 +559,31 @@
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@@ -196,6 +607,13 @@
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@@ -251,6 +707,31 @@
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@@ -262,6 +743,109 @@
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@@ -273,6 +857,20 @@
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+        "cpp11",
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+        "glue",
+        "hms",
+        "lifecycle",
+        "methods",
+        "progress",
+        "rlang",
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+      "Repository": "CRAN",
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+        "cli",
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+        "fansi",
+        "glue",
+        "methods",
+        "rematch2",
+        "rlang",
+        "tibble"
+      ],
+      "Hash": "2c993415154cdb94649d99ae138ff5e5"
+    },
+    "webshot": {
+      "Package": "webshot",
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+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "callr",
+        "jsonlite",
+        "magrittr"
+      ],
+      "Hash": "16858ee1aba97f902d24049d4a44ef16"
+    },
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+      "Source": "Repository",
+      "Repository": "CRAN",
+      "Requirements": [
+        "R",
+        "grDevices",
+        "graphics",
+        "stats"
+      ],
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+    },
     "wpp2017": {
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@@ -703,7 +1975,7 @@
       "Package": "xml2",
       "Version": "1.3.5",
       "Source": "Repository",
-      "Repository": "https://carpentries.r-universe.dev",
+      "Repository": "CRAN",
       "Requirements": [
         "R",
         "methods"
diff --git a/simulating-transmission.html b/simulating-transmission.html
index 3be1ce63..6ff37c2c 100644
--- a/simulating-transmission.html
+++ b/simulating-transmission.html
@@ -874,7 +874,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
         <p>Materials licensed under <a href="LICENSE.html">CC-BY 4.0</a> by the authors</p>
         
         <p><a href="https://creativecommons.org/licenses/by-sa/4.0/" class="external-link">Template licensed under CC-BY 4.0</a> by <a href="https://carpentries.org" class="external-link">The Carpentries</a></p>
-        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.0)</a>,
+        <p>Built with <a href="https://github.com/carpentries/sandpaper/tree/patch-renv-github-bug" class="external-link">sandpaper (0.14.1)</a>,
         <a href="https://github.com/carpentries/pegboard/tree/e7e5c4555e13a09bf9f53ec903dc9c0a462ed789" class="external-link">pegboard (0.7.1.9000)</a>,
       and <a href="https://github.com/carpentries/varnish/tree/0.3.1" class="external-link">varnish (0.3.1)</a>.</p>
 			</div>
@@ -898,7 +898,7 @@ <h3 class="callout-title">Keypoints<a class="anchor" aria-label="anchor" href="#
   "identifier": "https://epiverse-trace.github.io/tutorials/simulating-transmission.html",
   "dateCreated": "2023-10-31",
   "dateModified": "2023-10-31",
-  "datePublished": "2023-10-31"
+  "datePublished": "2023-11-07"
 }
 
   </script><script>