diff --git a/01-Image_Modalities.html b/01-Image_Modalities.html
index b5efe23..fca7e11 100644
--- a/01-Image_Modalities.html
+++ b/01-Image_Modalities.html
@@ -623,7 +623,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/01-Image_Modalities.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/02-Image_Cleanup.html b/02-Image_Cleanup.html
index 852edf2..9120703 100644
--- a/02-Image_Cleanup.html
+++ b/02-Image_Cleanup.html
@@ -649,7 +649,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/02-Image_Cleanup.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/03-Image_Spatial_Normalization.html b/03-Image_Spatial_Normalization.html
index b97feb3..9fe4332 100644
--- a/03-Image_Spatial_Normalization.html
+++ b/03-Image_Spatial_Normalization.html
@@ -724,7 +724,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/03-Image_Spatial_Normalization.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/04-Image_Quantification.html b/04-Image_Quantification.html
index f5c964e..21423d9 100644
--- a/04-Image_Quantification.html
+++ b/04-Image_Quantification.html
@@ -979,7 +979,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/04-Image_Quantification.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/05-Image_QC.html b/05-Image_QC.html
index 5d06b5c..3547232 100644
--- a/05-Image_QC.html
+++ b/05-Image_QC.html
@@ -457,7 +457,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/05-Image_QC.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/06-Statistical_Analysis.html b/06-Statistical_Analysis.html
index df6ac31..3e38845 100644
--- a/06-Statistical_Analysis.html
+++ b/06-Statistical_Analysis.html
@@ -1551,7 +1551,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/06-Statistical_Analysis.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/07-Reproducibility.html b/07-Reproducibility.html
index 8cfe6e0..958e444 100644
--- a/07-Reproducibility.html
+++ b/07-Reproducibility.html
@@ -443,7 +443,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/07-Reproducibility.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/404.html b/404.html
index 3931acc..c92a8a0 100644
--- a/404.html
+++ b/404.html
@@ -333,8 +333,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/404.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/404.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index ab213b4..0ee973d 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -351,7 +351,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index b92c9f5..1ab4a4f 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -402,7 +402,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/LICENSE.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index 0d6331f..39381d3 100644
--- a/aio.html
+++ b/aio.html
@@ -3786,8 +3786,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/aio.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/aio.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/discuss.html b/discuss.html
index 5149b9f..e501f27 100644
--- a/discuss.html
+++ b/discuss.html
@@ -344,7 +344,7 @@ <h1>Discussion</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/discuss.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 814c7d3..3a592e8 100644
--- a/images.html
+++ b/images.html
@@ -642,8 +642,8 @@ <h3 id="07-Reproducibility-figure-4">Figure 4</h3>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/images.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/images.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 9a52300..82436c4 100644
--- a/index.html
+++ b/index.html
@@ -486,8 +486,8 @@ <h3 id="method-2-using-pyenv-linux-macos">Method 2: Using pyenv [Linux, MacOS]<a
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/index.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/index.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index c18e4e0..a430102 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -372,8 +372,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor-notes.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/01-Image_Modalities.html b/instructor/01-Image_Modalities.html
index d0f7ed2..d831dbb 100644
--- a/instructor/01-Image_Modalities.html
+++ b/instructor/01-Image_Modalities.html
@@ -625,7 +625,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/01-Image_Modalities.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/02-Image_Cleanup.html b/instructor/02-Image_Cleanup.html
index e95ebf3..a3af9fe 100644
--- a/instructor/02-Image_Cleanup.html
+++ b/instructor/02-Image_Cleanup.html
@@ -651,7 +651,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/02-Image_Cleanup.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/03-Image_Spatial_Normalization.html b/instructor/03-Image_Spatial_Normalization.html
index 6adbac3..1aca067 100644
--- a/instructor/03-Image_Spatial_Normalization.html
+++ b/instructor/03-Image_Spatial_Normalization.html
@@ -726,7 +726,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/03-Image_Spatial_Normalization.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/04-Image_Quantification.html b/instructor/04-Image_Quantification.html
index d66ea8a..0bac523 100644
--- a/instructor/04-Image_Quantification.html
+++ b/instructor/04-Image_Quantification.html
@@ -981,7 +981,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/04-Image_Quantification.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/05-Image_QC.html b/instructor/05-Image_QC.html
index 3bad04e..4a9b442 100644
--- a/instructor/05-Image_QC.html
+++ b/instructor/05-Image_QC.html
@@ -459,7 +459,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/05-Image_QC.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/06-Statistical_Analysis.html b/instructor/06-Statistical_Analysis.html
index 2ee63a7..3073a04 100644
--- a/instructor/06-Statistical_Analysis.html
+++ b/instructor/06-Statistical_Analysis.html
@@ -1553,7 +1553,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/06-Statistical_Analysis.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/07-Reproducibility.html b/instructor/07-Reproducibility.html
index 017a441..6007ae5 100644
--- a/instructor/07-Reproducibility.html
+++ b/instructor/07-Reproducibility.html
@@ -445,7 +445,7 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/07-Reproducibility.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 54644da..c9efd9b 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -333,8 +333,8 @@ <h1>Page not found</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/404.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/404.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 3e9f724..bf6cf1f 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -353,7 +353,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 712b689..205d775 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -404,7 +404,7 @@ <h1>Licenses</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/LICENSE.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 40da435..181d61d 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -3795,8 +3795,8 @@ <h3 class="callout-title">Key Points<a class="anchor" aria-label="anchor" href="
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/aio.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/aio.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/discuss.html b/instructor/discuss.html
index 3ee5db5..aaa1ae4 100644
--- a/instructor/discuss.html
+++ b/instructor/discuss.html
@@ -346,7 +346,7 @@ <h1>Discussion</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/discuss.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/images.html b/instructor/images.html
index 4593f9f..0197dd5 100644
--- a/instructor/images.html
+++ b/instructor/images.html
@@ -644,8 +644,8 @@ <h3 id="07-Reproducibility-figure-4">Figure 4</h3>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/images.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/images.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/index.html b/instructor/index.html
index eafba9a..b563de2 100644
--- a/instructor/index.html
+++ b/instructor/index.html
@@ -570,8 +570,8 @@ <h3 id="method-2-using-pyenv-linux-macos">Method 2: Using pyenv [Linux, MacOS]<a
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/index.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/index.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index 8af9380..c78f780 100644
--- a/instructor/instructor-notes.html
+++ b/instructor/instructor-notes.html
@@ -381,8 +381,8 @@ <h1>Instructor Notes</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/instructor-notes.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/instructor-notes.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/key-points.html b/instructor/key-points.html
index f0dee4c..54c73e5 100644
--- a/instructor/key-points.html
+++ b/instructor/key-points.html
@@ -416,8 +416,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/key-points.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/profiles.html b/instructor/profiles.html
index 95df943..03cae61 100644
--- a/instructor/profiles.html
+++ b/instructor/profiles.html
@@ -302,8 +302,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/profiles.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/instructor/reference.html b/instructor/reference.html
index 25cf382..d0008d0 100644
--- a/instructor/reference.html
+++ b/instructor/reference.html
@@ -346,7 +346,7 @@ <h1>Glossary</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/instructor/reference.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/key-points.html b/key-points.html
index 1ee63e4..d0e9462 100644
--- a/key-points.html
+++ b/key-points.html
@@ -414,8 +414,8 @@ <h2 class="accordion-header" id="flush-headingTwelve">
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/key-points.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/key-points.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/pkgdown.yml b/pkgdown.yml
index 1fc8ffb..e9e592e 100644
--- a/pkgdown.yml
+++ b/pkgdown.yml
@@ -2,5 +2,5 @@ pandoc: 3.1.11
 pkgdown: 2.0.9
 pkgdown_sha: ~
 articles: {}
-last_built: 2024-06-04T00:41Z
+last_built: 2024-06-11T00:41Z
 
diff --git a/profiles.html b/profiles.html
index ae50cb0..605e219 100644
--- a/profiles.html
+++ b/profiles.html
@@ -302,8 +302,8 @@ <h1>Learner Profiles</h1>
   "url": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/profiles.html",
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/profiles.html",
   "dateCreated": "2024-02-19",
-  "dateModified": "2024-06-04",
-  "datePublished": "2024-06-04"
+  "dateModified": "2024-06-11",
+  "datePublished": "2024-06-11"
 }
 
   </script><script>
diff --git a/reference.html b/reference.html
index 9b41df3..de32364 100644
--- a/reference.html
+++ b/reference.html
@@ -344,7 +344,7 @@ <h1>Glossary</h1>
   "identifier": "https://carpentries-incubator.github.io/SDC-BIDS-sMRI/reference.html",
   "dateCreated": "2024-02-19",
   "dateModified": "2024-02-19",
-  "datePublished": "2024-06-04"
+  "datePublished": "2024-06-11"
 }
 
   </script><script>