From a9afcfa42b758c5612327f68acf35421a1d847c6 Mon Sep 17 00:00:00 2001
From: GitHub Actions <actions@github.com>
Date: Tue, 29 Oct 2024 00:37:30 +0000
Subject: [PATCH] site deploy

Auto-generated via `{sandpaper}`
Source  : 07d1f3e1f8a2d4d31587e82001b1ffb1b8aead62
Branch  : md-outputs
Author  : GitHub Actions <actions@github.com>
Time    : 2024-10-15 14:21:13 +0000
Message : markdown source builds

Auto-generated via `{sandpaper}`
Source  : c7fc44d75a2419ee35410ab62dff6979957a4684
Branch  : main
Author  : Candace Moore <doctormakeda@gmail.com>
Time    : 2024-10-15 14:20:30 +0000
Message : remove reference to slides so lesson is independant also
---
 404.html                         |  4 ++--
 CODE_OF_CONDUCT.html             |  2 +-
 LICENSE.html                     |  2 +-
 aio.html                         | 20 ++++++++++----------
 anonymization.html               |  2 +-
 generative_ai.html               |  2 +-
 images.html                      |  4 ++--
 images_ml.html                   | 12 ++++++------
 index.html                       |  4 ++--
 instructor-notes.html            |  4 ++--
 instructor/404.html              |  4 ++--
 instructor/CODE_OF_CONDUCT.html  |  2 +-
 instructor/LICENSE.html          |  2 +-
 instructor/aio.html              | 20 ++++++++++----------
 instructor/anonymization.html    |  2 +-
 instructor/generative_ai.html    |  2 +-
 instructor/images.html           |  4 ++--
 instructor/images_ml.html        | 12 ++++++------
 instructor/index.html            |  4 ++--
 instructor/instructor-notes.html |  4 ++--
 instructor/introduction.html     |  2 +-
 instructor/key-points.html       |  4 ++--
 instructor/medical_imaging.html  |  2 +-
 instructor/mri.html              |  2 +-
 instructor/profiles.html         |  4 ++--
 instructor/reference.html        |  2 +-
 instructor/simpleitk.html        |  8 ++++----
 instructor/workshops.html        |  2 +-
 introduction.html                |  2 +-
 key-points.html                  |  4 ++--
 medical_imaging.html             |  2 +-
 mri.html                         |  2 +-
 pkgdown.yml                      |  2 +-
 profiles.html                    |  4 ++--
 reference.html                   |  2 +-
 simpleitk.html                   |  8 ++++----
 workshops.html                   |  2 +-
 37 files changed, 83 insertions(+), 83 deletions(-)

diff --git a/404.html b/404.html
index a80723bb..31072eb6 100644
--- a/404.html
+++ b/404.html
@@ -387,8 +387,8 @@ <h1>Page not found</h1>
   "url": "https://esciencecenter-digital-skills.github.io/medical-image-processing/404.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/404.html",
   "dateCreated": "2024-10-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/CODE_OF_CONDUCT.html b/CODE_OF_CONDUCT.html
index 4fe1fbb8..2fc215af 100644
--- a/CODE_OF_CONDUCT.html
+++ b/CODE_OF_CONDUCT.html
@@ -408,7 +408,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-10-15",
   "dateModified": "2024-04-29",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/LICENSE.html b/LICENSE.html
index bf77c1f9..84d52986 100644
--- a/LICENSE.html
+++ b/LICENSE.html
@@ -456,7 +456,7 @@ <h1>Licenses</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/LICENSE.html",
   "dateCreated": "2024-10-15",
   "dateModified": "2024-04-29",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/aio.html b/aio.html
index b12cb3a8..dd245900 100644
--- a/aio.html
+++ b/aio.html
@@ -2353,7 +2353,7 @@ <h3 class="callout-title">Challenge: Fix the Error (Optional)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>By default, SITK creates images centered in the origin, which all
 ones spacing. We need to have the same values in the grid and in the
@@ -2692,7 +2692,7 @@ <h3 class="callout-title">Challenge: Distorted Images</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>In this case, there are only 26 images in the volume and the spacing
 between voxels is non-isotropic, and in particular it is the same across
@@ -3466,7 +3466,7 @@ <h3 class="callout-title">Challenge: Segment on the y-Axis</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb58">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3690,7 +3690,7 @@ <h3 class="callout-title">Challenge: Thinking About Metadata</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>In almost any radiological dataset, it is essential to examine the
 age and sex distribution. These metadata are crucial for both brain MRIs
@@ -3839,7 +3839,7 @@ <h3 class="callout-title">Challenge: Can You See Some problems in the Following
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>All of the following may pose potential problems:</p>
 <ul>
@@ -3878,7 +3878,7 @@ <h3 class="callout-title">Challenge: Prepare the Images for Classic Supervised M
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -4152,7 +4152,7 @@ <h3 class="callout-title">Challenge: Identifying Issues with Pipeline Outputs in
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>One major concern is accuracy, as pipelines may mislabel or miscount
 features, potentially leading to unreliable data analysis or model
@@ -4418,7 +4418,7 @@ <h3 class="callout-title">Challenge: Identifying Potential Problems in Each Pack
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>Aging code: <code>neurocombat</code> was last modified three years
 ago. It may rely on outdated dependencies that could pose compatibility
@@ -5252,8 +5252,8 @@ <h3 class="callout-title">Key Points</h3>
   "url": "https://esciencecenter-digital-skills.github.io/medical-image-processing/aio.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/aio.html",
   "dateCreated": "2024-10-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/anonymization.html b/anonymization.html
index cf64da45..32e43edf 100644
--- a/anonymization.html
+++ b/anonymization.html
@@ -866,7 +866,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/anonymization.html",
   "dateCreated": "2024-10-15",
   "dateModified": "2024-08-14",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/generative_ai.html b/generative_ai.html
index 1b7b2f86..8a472470 100644
--- a/generative_ai.html
+++ b/generative_ai.html
@@ -626,7 +626,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/generative_ai.html",
   "dateCreated": "2024-10-15",
   "dateModified": "2024-08-15",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/images.html b/images.html
index 1ef46923..3cf729db 100644
--- a/images.html
+++ b/images.html
@@ -632,8 +632,8 @@ <h3 id="generative_ai-figure-2">Figure 2</h3>
   "url": "https://esciencecenter-digital-skills.github.io/medical-image-processing/images.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/images.html",
   "dateCreated": "2024-10-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/images_ml.html b/images_ml.html
index b37466de..044aaabf 100644
--- a/images_ml.html
+++ b/images_ml.html
@@ -410,7 +410,7 @@ <h3 class="callout-title">Challenge: Thinking About Metadata</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>In almost any radiological dataset, it is essential to examine the
 age and sex distribution. These metadata are crucial for both brain MRIs
@@ -555,7 +555,7 @@ <h3 class="callout-title">Challenge: Can You See Some problems in the Following
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>All of the following may pose potential problems:</p>
 <ul><li>We may have different quality images from different machines for our
@@ -592,7 +592,7 @@ <h3 class="callout-title">Challenge: Prepare the Images for Classic Supervised M
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb3">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -864,7 +864,7 @@ <h3 class="callout-title">Challenge: Identifying Issues with Pipeline Outputs in
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
   <h4 class="accordion-header" id="headingSolution4"> Show me the solution </h4>
 </button>
-<div id="collapseSolution4" class="accordion-collapse collapse" aria-labelledby="headingSolution4" data-bs-parent="#accordionSolution4">
+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
 <div class="accordion-body">
 <p>One major concern is accuracy, as pipelines may mislabel or miscount
 features, potentially leading to unreliable data analysis or model
@@ -1063,7 +1063,7 @@ <h3 class="callout-title">Challenge: Identifying Potential Problems in Each Pack
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution5" aria-expanded="false" aria-controls="collapseSolution5">
   <h4 class="accordion-header" id="headingSolution5"> Show me the solution </h4>
 </button>
-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
 <div class="accordion-body">
 <p>Aging code: <code>neurocombat</code> was last modified three years
 ago. It may rely on outdated dependencies that could pose compatibility
@@ -1176,7 +1176,7 @@ <h3 class="callout-title">Key Points</h3>
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/images_ml.html",
   "dateCreated": "2024-10-15",
   "dateModified": "2024-09-14",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/index.html b/index.html
index 9cadad58..b432086b 100644
--- a/index.html
+++ b/index.html
@@ -550,8 +550,8 @@ <h3 class="code-label">BASH<i aria-hidden="true" data-feather="chevron-left"></i
   "url": "https://esciencecenter-digital-skills.github.io/medical-image-processing/index.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/index.html",
   "dateCreated": "2024-10-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor-notes.html b/instructor-notes.html
index 1aea9fe2..446b3831 100644
--- a/instructor-notes.html
+++ b/instructor-notes.html
@@ -434,8 +434,8 @@ <h1>Instructor Notes</h1>
   "url": "https://esciencecenter-digital-skills.github.io/medical-image-processing/instructor-notes.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/instructor-notes.html",
   "dateCreated": "2024-10-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/404.html b/instructor/404.html
index 1dc5a6e0..66a16d66 100644
--- a/instructor/404.html
+++ b/instructor/404.html
@@ -387,8 +387,8 @@ <h1>Page not found</h1>
   "url": "https://esciencecenter-digital-skills.github.io/medical-image-processing/instructor/404.html",
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/instructor/404.html",
   "dateCreated": "2024-10-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
+  "dateModified": "2024-10-29",
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/CODE_OF_CONDUCT.html b/instructor/CODE_OF_CONDUCT.html
index 43fa8363..b0c82e49 100644
--- a/instructor/CODE_OF_CONDUCT.html
+++ b/instructor/CODE_OF_CONDUCT.html
@@ -410,7 +410,7 @@ <h1>Contributor Code of Conduct</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/instructor/CODE_OF_CONDUCT.html",
   "dateCreated": "2024-10-15",
   "dateModified": "2024-04-29",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/LICENSE.html b/instructor/LICENSE.html
index 9ad32e44..0b6c40d3 100644
--- a/instructor/LICENSE.html
+++ b/instructor/LICENSE.html
@@ -458,7 +458,7 @@ <h1>Licenses</h1>
   "identifier": "https://esciencecenter-digital-skills.github.io/medical-image-processing/instructor/LICENSE.html",
   "dateCreated": "2024-10-15",
   "dateModified": "2024-04-29",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
 }
 
   </script><script>
diff --git a/instructor/aio.html b/instructor/aio.html
index 594e7530..0793509a 100644
--- a/instructor/aio.html
+++ b/instructor/aio.html
@@ -2359,7 +2359,7 @@ <h3 class="callout-title">Challenge: Fix the Error (Optional)</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>By default, SITK creates images centered in the origin, which all
 ones spacing. We need to have the same values in the grid and in the
@@ -2698,7 +2698,7 @@ <h3 class="callout-title">Challenge: Distorted Images</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>In this case, there are only 26 images in the volume and the spacing
 between voxels is non-isotropic, and in particular it is the same across
@@ -3472,7 +3472,7 @@ <h3 class="callout-title">Challenge: Segment on the y-Axis</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution3" aria-expanded="false" aria-controls="collapseSolution3">
   <h4 class="accordion-header" id="headingSolution3"> Show me the solution </h4>
 </button>
-<div id="collapseSolution3" class="accordion-collapse collapse" data-bs-parent="#accordionSolution3" aria-labelledby="headingSolution3">
+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
 <div class="accordion-body">
 <div class="codewrapper sourceCode" id="cb58">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -3697,7 +3697,7 @@ <h3 class="callout-title">Challenge: Thinking About Metadata</h3>
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution1" aria-expanded="false" aria-controls="collapseSolution1">
   <h4 class="accordion-header" id="headingSolution1"> Show me the solution </h4>
 </button>
-<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
 <div class="accordion-body">
 <p>In almost any radiological dataset, it is essential to examine the
 age and sex distribution. These metadata are crucial for both brain MRIs
@@ -3846,7 +3846,7 @@ <h3 class="callout-title">Challenge: Can You See Some problems in the Following
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution2" aria-expanded="false" aria-controls="collapseSolution2">
   <h4 class="accordion-header" id="headingSolution2"> Show me the solution </h4>
 </button>
-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>All of the following may pose potential problems:</p>
 <ul>
@@ -3885,7 +3885,7 @@ <h3 class="callout-title">Challenge: Prepare the Images for Classic Supervised M
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 <p>One major concern is accuracy, as pipelines may mislabel or miscount
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@@ -4425,7 +4425,7 @@ <h3 class="callout-title">Challenge: Identifying Potential Problems in Each Pack
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index 47453ddc..17c42df2 100644
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diff --git a/instructor/generative_ai.html b/instructor/generative_ai.html
index fe4c87de..0e931ae7 100644
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diff --git a/instructor/images.html b/instructor/images.html
index 1638adf9..7691ee1c 100644
--- a/instructor/images.html
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   "dateCreated": "2024-10-15",
-  "dateModified": "2024-10-22",
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diff --git a/instructor/images_ml.html b/instructor/images_ml.html
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 <div class="accordion-body">
 <p>In almost any radiological dataset, it is essential to examine the
 age and sex distribution. These metadata are crucial for both brain MRIs
@@ -557,7 +557,7 @@ <h3 class="callout-title">Challenge: Can You See Some problems in the Following
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-<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
 <div class="accordion-body">
 <p>All of the following may pose potential problems:</p>
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@@ -594,7 +594,7 @@ <h3 class="callout-title">Challenge: Prepare the Images for Classic Supervised M
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@@ -866,7 +866,7 @@ <h3 class="callout-title">Challenge: Identifying Issues with Pipeline Outputs in
 <button class="accordion-button solution-button collapsed" type="button" data-bs-toggle="collapse" data-bs-target="#collapseSolution4" aria-expanded="false" aria-controls="collapseSolution4">
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+<div id="collapseSolution4" class="accordion-collapse collapse" data-bs-parent="#accordionSolution4" aria-labelledby="headingSolution4">
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 <p>One major concern is accuracy, as pipelines may mislabel or miscount
 features, potentially leading to unreliable data analysis or model
@@ -1065,7 +1065,7 @@ <h3 class="callout-title">Challenge: Identifying Potential Problems in Each Pack
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-<div id="collapseSolution5" class="accordion-collapse collapse" aria-labelledby="headingSolution5" data-bs-parent="#accordionSolution5">
+<div id="collapseSolution5" class="accordion-collapse collapse" data-bs-parent="#accordionSolution5" aria-labelledby="headingSolution5">
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 <p>Aging code: <code>neurocombat</code> was last modified three years
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@@ -1178,7 +1178,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/instructor/index.html b/instructor/index.html
index 5d467f30..6aa3dade 100644
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-  "dateModified": "2024-10-22",
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diff --git a/instructor/instructor-notes.html b/instructor/instructor-notes.html
index ec54ea91..079e6ec6 100644
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-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
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diff --git a/instructor/introduction.html b/instructor/introduction.html
index 1abb902b..f3ae0e45 100644
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diff --git a/instructor/key-points.html b/instructor/key-points.html
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diff --git a/instructor/medical_imaging.html b/instructor/medical_imaging.html
index c3dca9eb..35335007 100644
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diff --git a/instructor/mri.html b/instructor/mri.html
index 3b244346..e86eb6ef 100644
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index 02b22205..31f01ab5 100644
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-  "dateModified": "2024-10-22",
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diff --git a/instructor/simpleitk.html b/instructor/simpleitk.html
index 6af1a076..9062c625 100644
--- a/instructor/simpleitk.html
+++ b/instructor/simpleitk.html
@@ -781,7 +781,7 @@ <h3 class="callout-title">Challenge: Fix the Error (Optional)</h3>
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
+<div id="collapseSolution1" class="accordion-collapse collapse" aria-labelledby="headingSolution1" data-bs-parent="#accordionSolution1">
 <div class="accordion-body">
 <p>By default, SITK creates images centered in the origin, which all
 ones spacing. We need to have the same values in the grid and in the
@@ -1103,7 +1103,7 @@ <h3 class="callout-title">Challenge: Distorted Images</h3>
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-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
+<div id="collapseSolution2" class="accordion-collapse collapse" aria-labelledby="headingSolution2" data-bs-parent="#accordionSolution2">
 <div class="accordion-body">
 <p>In this case, there are only 26 images in the volume and the spacing
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@@ -1841,7 +1841,7 @@ <h3 class="callout-title">Challenge: Segment on the y-Axis</h3>
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diff --git a/instructor/workshops.html b/instructor/workshops.html
index d063de2a..03a972b8 100644
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diff --git a/introduction.html b/introduction.html
index 6d8e15c6..ac095389 100644
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diff --git a/key-points.html b/key-points.html
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   "dateCreated": "2024-10-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
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diff --git a/medical_imaging.html b/medical_imaging.html
index 51821c15..0aadf87a 100644
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+++ b/medical_imaging.html
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   "dateCreated": "2024-10-15",
   "dateModified": "2024-10-15",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
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diff --git a/mri.html b/mri.html
index d7c1e6cd..6ae56132 100644
--- a/mri.html
+++ b/mri.html
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   "dateModified": "2024-09-09",
-  "datePublished": "2024-10-22"
+  "datePublished": "2024-10-29"
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diff --git a/pkgdown.yml b/pkgdown.yml
index cf561c3f..54bd7a24 100644
--- a/pkgdown.yml
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diff --git a/profiles.html b/profiles.html
index 01e78897..e8e7c027 100644
--- a/profiles.html
+++ b/profiles.html
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   "dateCreated": "2024-10-15",
-  "dateModified": "2024-10-22",
-  "datePublished": "2024-10-22"
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diff --git a/reference.html b/reference.html
index 574465d1..2c0ec810 100644
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   "dateCreated": "2024-10-15",
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diff --git a/simpleitk.html b/simpleitk.html
index 568a194e..496c5cce 100644
--- a/simpleitk.html
+++ b/simpleitk.html
@@ -779,7 +779,7 @@ <h3 class="callout-title">Challenge: Fix the Error (Optional)</h3>
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-<div id="collapseSolution1" class="accordion-collapse collapse" data-bs-parent="#accordionSolution1" aria-labelledby="headingSolution1">
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 <div class="accordion-body">
 <p>By default, SITK creates images centered in the origin, which all
 ones spacing. We need to have the same values in the grid and in the
@@ -1101,7 +1101,7 @@ <h3 class="callout-title">Challenge: Distorted Images</h3>
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-<div id="collapseSolution2" class="accordion-collapse collapse" data-bs-parent="#accordionSolution2" aria-labelledby="headingSolution2">
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 <div class="accordion-body">
 <p>In this case, there are only 26 images in the volume and the spacing
 between voxels is non-isotropic, and in particular it is the same across
@@ -1839,7 +1839,7 @@ <h3 class="callout-title">Challenge: Segment on the y-Axis</h3>
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+<div id="collapseSolution3" class="accordion-collapse collapse" aria-labelledby="headingSolution3" data-bs-parent="#accordionSolution3">
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 <div class="codewrapper sourceCode" id="cb58">
 <h3 class="code-label">PYTHON<i aria-hidden="true" data-feather="chevron-left"></i><i aria-hidden="true" data-feather="chevron-right"></i>
@@ -2041,7 +2041,7 @@ <h3 class="callout-title">Key Points</h3>
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diff --git a/workshops.html b/workshops.html
index b8462f37..bcd51bbc 100644
--- a/workshops.html
+++ b/workshops.html
@@ -406,7 +406,7 @@ <h1></h1>
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   "dateCreated": "2024-10-15",
   "dateModified": "2024-08-27",
-  "datePublished": "2024-10-22"
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