diff --git a/extract/extract.py b/extract/extract.py
index ce2cfe9..9b8fa49 100644
--- a/extract/extract.py
+++ b/extract/extract.py
@@ -2,6 +2,7 @@ import os
 import argparse
 
 import fitz
+import Levenshtein
 
 from pubs.plugins import PapersPlugin
 from pubs.events import DocAddEvent, NoteEvent
@@ -39,6 +40,7 @@ class ExtractPlugin(PapersPlugin):
         # or `:: {annotation} :: {page} ::`
         # and so on
         self.onimport = conf["plugins"].get("extract", {}).get("onimport", False)
+        self.minimum_similarity = conf["plugins"].get("extract", {}).get("minimum_similarity", 0.75)
 
     def update_parser(self, subparsers, conf):
         """Allow the usage of the pubs extract subcommand"""
@@ -134,13 +136,22 @@ class ExtractPlugin(PapersPlugin):
                         annotations.append(f"[{(page.number or 0) + 1}] {content}")
         return annotations
 
-    def _retrieve_annotation_content(self, page, annotation):
+    def _retrieve_annotation_content(self, page, annotation, connector = "\nNote: "):
+        """Gets the text content of an annotation.
+
+        Returns the actual content of an annotation. Sometimes
+        that is only the written words, sometimes that is only
+        annotation notes, sometimes it is both. Runs a similarity
+        comparison between strings to find out whether they
+        should both be included or are doubling up.
+        """
         content = annotation.info["content"].replace("\n", " ")
         written = page.get_textbox(annotation.rect).replace("\n", " ")
-        if written in content:
+
+        if Levenshtein.ratio(content,written) > self.minimum_similarity:
             return content
         elif content:
-            return f"{written}\nNote: {content}"
+            return f"{written}{connector}{content}"
         return written
 
     def _to_stdout(self, annotated_papers):
diff --git a/poetry.lock b/poetry.lock
index a229bce..6de544b 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -101,6 +101,121 @@ files = [
     {file = "idna-3.4.tar.gz", hash = "sha256:814f528e8dead7d329833b91c5faa87d60bf71824cd12a7530b5526063d02cb4"},
 ]
 
+[[package]]
+name = "levenshtein"
+version = "0.20.8"
+description = "Python extension for computing string edit distances and similarities."
+category = "main"
+optional = false
+python-versions = ">=3.6"
+files = [
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+    {file = "rapidfuzz-2.13.7.tar.gz", hash = "sha256:8d3e252d4127c79b4d7c2ae47271636cbaca905c8bb46d80c7930ab906cf4b5c"},
+]
+
+[package.extras]
+full = ["numpy"]
+
 [[package]]
 name = "requests"
 version = "2.28.1"
@@ -322,4 +539,4 @@ socks = ["PySocks (>=1.5.6,!=1.5.7,<2.0)"]
 [metadata]
 lock-version = "2.0"
 python-versions = "^3.10"
-content-hash = "fef247962b563c632703d99f7f7315f66e49cc1625ef026d120ccc84339c05db"
+content-hash = "becf02a3ad8360833ab2a43a36fe0dc224cd028d5713e7de3daf61b6b99959fe"
diff --git a/pyproject.toml b/pyproject.toml
index f9fddd0..7bab3e1 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -10,6 +10,7 @@ packages = [{include = "extract"}]
 [tool.poetry.dependencies]
 python = "^3.10"
 pymupdf = "^1.21.1"
+levenshtein = "^0.20.8"
 
 [tool.poetry.group.dev.dependencies]
 pubs = "^0.9.0"