diff --git a/components/content/ArticleDoi.vue b/components/content/ArticleDoi.vue
index 268bcb82172dbbf2a02cba29f13ac336e4cb1b0a..a2d70f8b04fccf4fa66db01d04977f0b3f3128bd 100644
--- a/components/content/ArticleDoi.vue
+++ b/components/content/ArticleDoi.vue
@@ -9,32 +9,20 @@ export interface Props {
   enumerate?: boolean;
   title?: string;
   abstract?: string;
+  isRelevant?: boolean;
+
 }
 
 const props = withDefaults(defineProps<Props>(), {
   enumerate: true,
   divider: false,
+  isRelevant: false,
 });
 
-
-// onBeforeMount(async () => {
-//   await useArticlesStore().initialize()
-// })
-
 const { article } = useFetchArticle(props.doi);
 const { mobile } = useDisplay();
 const show = ref(false);
 
-// const computedArticle = computed(() => { return { ...article.value } })
-
-
-// watch(article, (newArticle) => {
-//   console.log("article updated")
-// }, { deep: true })
-
-
-console.log("aritcle dans composant")
-console.log(article)
 
 const articleTitle = computed(() => {
   return props?.title ?? article?.value?.title ?? props.doi;
@@ -46,6 +34,9 @@ const articleAbstract = computed(() => {
 <template>
   <v-list-item :href="article?.href" :id="props.doi" :target="article?.target" density="compact" color="transparent"
     class="px-1">
+    <template #prepend>
+      <v-icon icon="md:star" :color="props.isRelevant ? 'info' : 'transparent'"></v-icon>
+    </template>
     <template #append>
       <v-btn v-if="articleAbstract" size="x-small" variant="plain"
         :append-icon="show ? 'mdi-chevron-up' : 'mdi-chevron-down'" class="px-0"
@@ -91,7 +82,6 @@ const articleAbstract = computed(() => {
 .article-ref .v-card-item .v-card-subtitle,
 .article-ref .v-card-item * .v-btn {
   font-size: 0.8rem !important;
-  line-height: 1rem !important;
 
 }
 
diff --git a/components/content/RelevantAbstracts.vue b/components/content/RelevantAbstracts.vue
index f39e56117ebbecb3571e278afd972bd6dbe19c4c..a9077507822941a304c01e00ba6add63a395b1f2 100644
--- a/components/content/RelevantAbstracts.vue
+++ b/components/content/RelevantAbstracts.vue
@@ -15,11 +15,11 @@ const computedDois = computed(() => {
 </script>
 <template>
   <div v-if="computedDois?.length > 0">
-    <ProseH2 id="relevant-abstracts">Relevant abstracts</ProseH2>
+    <ProseH2 id="references">References</ProseH2>
 
     <v-list density="compact" bg-color="transparent">
       <ArticleDoi v-for="(item, index) in computedDois" :key="item.doi" :index="index + 1" :doi="item.doi"
-        :title="item?.title" :divider="item.divider" :abstract="item?.abstract" />
+        :title="item?.title" :divider="item.divider" :abstract="item?.abstract" :is-relevant="item?.isRelevant ?? false" />
     </v-list>
   </div>
 </template>
\ No newline at end of file
diff --git a/server/plugins/content.ts b/server/plugins/content.ts
index 9c3e162b9c30b1e06544f0754c4715f143618812..52a9870f422ee33f0c7fc82c995746d8ec72b418 100644
--- a/server/plugins/content.ts
+++ b/server/plugins/content.ts
@@ -5,22 +5,6 @@ import * as d3 from "d3";
 
 
 export default defineNitroPlugin((nitroApp) => {
-    // nitroApp.hooks.hook('content:file:beforeParse',
-    //     (file) => {
-    //         if (file?._id?.startsWith('content:3.defense-systems:') && file?._id?.endsWith('.md')) {
-    //             const frontMatterRegex = /(?<=---\n).*?(?=\n---)/sg;
-
-    //             const fontMatterMatch = file.body.match(frontMatterRegex);
-    //             if (fontMatterMatch?.length > 0) {
-    //                 const frontMatter = fontMatterMatch[0]
-    //                 const parsedFrontMatter = YAML.parse(frontMatter)
-    //                 if (parsedFrontMatter?.contributors?.length > 0) {
-    //                     // file.body = file.body.replace(/(^#[\s+]\w*[\s\S])/gm, "$1\n:contributors\n\n")
-    //                 }
-    //             }
-    //         }
-    //     })
-
 
     nitroApp.hooks.hook(
         'content:file:afterParse',
@@ -53,30 +37,38 @@ export default defineNitroPlugin((nitroApp) => {
                             })
                             .filter(doi => doi !== null)
                     )
-                    console.log(refTags)
                     if (refTags.size > 0) file.references = Array.from(refTags).map(doi => ({ doi }))
                     // Update the TOC
                     // if relevant abstract available
                     if (file?.relevantAbstracts?.length > 0) {
                         // check if relevant Abstracts exists
-                        file.body.toc.links.push({ id: "relevant-abstracts", depth: 2, text: 'Relevant abstracts' })
-                        file.body.children.push({
-                            type: "element",
-                            tag: 'relevant-abstracts',
-                            props: {},
-                            children: []
-                        })
-                    }
+
+                        // Add isRelevant flag
+                        file.relevantAbstracts = file.relevantAbstracts.map(article => ({ ...article, isRelevant: true }))
+                    } else { file.relevantAbstracts = [] }
+
                     if (file?.references?.length > 0) {
-                        file.body.toc.links.push({ id: "references", depth: 2, text: 'References' })
-                        file.body.children.push({
-                            type: "element",
-                            tag: 'references',
-                            props: {},
-                            children: []
-                        })
+                        // create a set of relevant abstract:
+                        const relevantAbstractsSet = new Set(file.relevantAbstracts.map(art => art.doi))
+                        for (const ref of file.references) {
+                            if (!relevantAbstractsSet.has(ref.doi)) {
+                                file.relevantAbstracts.push(ref)
+                            }
+                        }
+
                     }
                 }
+                if (file?.relevantAbstracts?.length > 0) {
+                    file.body.toc.links.push({ id: "references", depth: 2, text: 'References' })
+                    file.body.children.push({
+                        type: "element",
+                        tag: 'relevant-abstracts',
+                        props: {},
+                        children: []
+                    })
+
+
+                }
             }
         })
 })
\ No newline at end of file