diff --git a/joss.06523/10.21105.joss.06523.crossref.xml b/joss.06523/10.21105.joss.06523.crossref.xml
index 396d7c0c1e..ab809210eb 100644
--- a/joss.06523/10.21105.joss.06523.crossref.xml
+++ b/joss.06523/10.21105.joss.06523.crossref.xml
@@ -6,8 +6,8 @@
            version="5.3.1"
            xsi:schemaLocation="http://www.crossref.org/schema/5.3.1 http://www.crossref.org/schemas/crossref5.3.1.xsd">
   <head>
-    <doi_batch_id>20240715172512-511b61703581a4ba84688a1efa5fe3f8a1970632</doi_batch_id>
-    <timestamp>20240715172512</timestamp>
+    <doi_batch_id>20240722134251-511b61703581a4ba84688a1efa5fe3f8a1970632</doi_batch_id>
+    <timestamp>20240722134251</timestamp>
     <depositor>
       <depositor_name>JOSS Admin</depositor_name>
       <email_address>admin@theoj.org</email_address>
diff --git a/joss.06523/10.21105.joss.06523.pdf b/joss.06523/10.21105.joss.06523.pdf
index b1b2ccbfa1..08350cb025 100644
Binary files a/joss.06523/10.21105.joss.06523.pdf and b/joss.06523/10.21105.joss.06523.pdf differ
diff --git a/joss.06523/paper.jats/10.21105.joss.06523.jats b/joss.06523/paper.jats/10.21105.joss.06523.jats
index e02f140ebc..b297f33017 100644
--- a/joss.06523/paper.jats/10.21105.joss.06523.jats
+++ b/joss.06523/paper.jats/10.21105.joss.06523.jats
@@ -207,14 +207,6 @@ a Creative Commons Attribution 4.0 International License (CC BY
     arrows).<styled-content id="figU003Aanes"></styled-content></p></caption>
     <graphic mimetype="image" mime-subtype="png" xlink:href="anes1.png" />
   </fig>
-  <fig>
-    <caption><p>A still shot of the graphical output from
-    <monospace>D3mirt</monospace> illustrating respondent scores in the
-    latent space separated on sex (male in blue and female in red) from
-    the <monospace>anes0809offwaves</monospace> data set included in the
-    package.<styled-content id="figU003Ap1"></styled-content></p></caption>
-    <graphic mimetype="image" mime-subtype="png" xlink:href="p1.png" />
-  </fig>
 </sec>
 <sec id="multidimensional-item-parameters">
   <title>Multidimensional item parameters</title>
@@ -386,6 +378,14 @@ a Creative Commons Attribution 4.0 International License (CC BY
   Instructions on the method, such as model identification, model
   estimation, plotting, and profile analysis, are given in the package
   vignette.</p>
+  <fig>
+    <caption><p>A still shot of the graphical output from
+    <monospace>D3mirt</monospace> illustrating respondent scores in the
+    latent space separated on sex (male in blue and female in red) from
+    the <monospace>anes0809offwaves</monospace> data set included in the
+    package.<styled-content id="figU003Ap1"></styled-content></p></caption>
+    <graphic mimetype="image" mime-subtype="png" xlink:href="p1.png" />
+  </fig>
   <p>To report issues, seek support, or for developers wishing to
   contribute to the software, contact the author via the dedicated
   GitHub page
