diff --git a/joss/paper.html b/joss/paper.html
index 5a5b55f..42c0c35 100644
--- a/joss/paper.html
+++ b/joss/paper.html
@@ -12,7 +12,7 @@
 
 <meta name="date" content="2021-03-04" />
 
-<title>FielDHub: An R Shiny Package for Design of Experiments in Life Sciences</title>
+<title>FielDHub: A Shiny App for Design of Experiments in Life Sciences</title>
 
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@@ -348,7 +348,7 @@
 
 
 
-<h1 class="title toc-ignore"><code>FielDHub</code>: An R Shiny Package for Design of Experiments in Life Sciences</h1>
+<h1 class="title toc-ignore"><code>FielDHub</code>: A Shiny App for Design of Experiments in Life Sciences</h1>
 <h4 class="date">4 March 2021</h4>
 
 </div>
diff --git a/joss/paper.md b/joss/paper.md
index b469100..3be1a49 100644
--- a/joss/paper.md
+++ b/joss/paper.md
@@ -1,5 +1,5 @@
 ---
-title: '`FielDHub`: An R Shiny Package for Design of Experiments in Life Sciences'
+title: '`FielDHub`: A Shiny App for Design of Experiments in Life Sciences'
 tags:
   - R
   - Shiny