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+++ b/docs/notebooks/References from DOI.ipynb	
@@ -0,0 +1,445 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "ac0524be",
+   "metadata": {},
+   "source": [
+    "# Get references from DOI\n",
+    "THis notebook shows hos it is possible to use the Qim3D library to easily get well formatted references from a DOI"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "id": "7e71f00d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import qim3d\n",
+    "qim3d.io.logger.level('info')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "ec92ed5f",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "doi = \"https://doi.org/10.1007/s10851-021-01041-3\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "id": "87ba2542",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "@article{Stephensen_2021,\n",
+      "\tdoi = {10.1007/s10851-021-01041-3},\n",
+      "\turl = {https://doi.org/10.1007%2Fs10851-021-01041-3},\n",
+      "\tyear = 2021,\n",
+      "\tmonth = {jun},\n",
+      "\tpublisher = {Springer Science and Business Media {LLC}},\n",
+      "\tvolume = {63},\n",
+      "\tnumber = {8},\n",
+      "\tpages = {1069--1083},\n",
+      "\tauthor = {Hans J. T. Stephensen and Anne Marie Svane and Carlos B. Villanueva and Steven A. Goldman and Jon Sporring},\n",
+      "\ttitle = {Measuring Shape Relations Using r-Parallel Sets},\n",
+      "\tjournal = {Journal of Mathematical Imaging and Vision}\n",
+      "}\n"
+     ]
+    }
+   ],
+   "source": [
+    "bibtext = qim3d.utils.doi.get_bibtex(doi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "5a4dcf74",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Stephensen, H. J. T., Svane, A. M., Villanueva, C. B., Goldman, S. A., & Sporring, J. (2021). Measuring Shape Relations Using r-Parallel Sets. Journal of Mathematical Imaging and Vision, 63(8), 1069–1083. https://doi.org/10.1007/s10851-021-01041-3\n",
+      "\n"
+     ]
+    }
+   ],
+   "source": [
+    "reference = qim3d.utils.doi.get_reference(doi)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "id": "1fb81ae4",
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "{'indexed': {'date-parts': [[2023, 9, 21]],\n",
+       "  'date-time': '2023-09-21T13:58:37Z',\n",
+       "  'timestamp': 1695304717010},\n",
+       " 'reference-count': 26,\n",
+       " 'publisher': 'Springer Science and Business Media LLC',\n",
+       " 'issue': '8',\n",
+       " 'license': [{'start': {'date-parts': [[2021, 6, 26]],\n",
+       "    'date-time': '2021-06-26T00:00:00Z',\n",
+       "    'timestamp': 1624665600000},\n",
+       "   'content-version': 'tdm',\n",
+       "   'delay-in-days': 0,\n",
+       "   'URL': 'https://www.springer.com/tdm'},\n",
+       "  {'start': {'date-parts': [[2021, 6, 26]],\n",
+       "    'date-time': '2021-06-26T00:00:00Z',\n",
+       "    'timestamp': 1624665600000},\n",
+       "   'content-version': 'vor',\n",
+       "   'delay-in-days': 0,\n",
+       "   'URL': 'https://www.springer.com/tdm'}],\n",
+       " 'funder': [{'DOI': '10.13039/100008398',\n",
+       "   'name': 'Villum Fonden',\n",
+       "   'doi-asserted-by': 'publisher'},\n",
+       "  {'DOI': '10.13039/501100005275',\n",
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+       "   'doi-asserted-by': 'publisher'}],\n",
+       " 'content-domain': {'domain': ['link.springer.com'],\n",
+       "  'crossmark-restriction': False},\n",
+       " 'published-print': {'date-parts': [[2021, 10]]},\n",
+       " 'DOI': '10.1007/s10851-021-01041-3',\n",
+       " 'type': 'journal-article',\n",
+       " 'created': {'date-parts': [[2021, 6, 26]],\n",
+       "  'date-time': '2021-06-26T15:02:20Z',\n",
+       "  'timestamp': 1624719740000},\n",
+       " 'page': '1069-1083',\n",
+       " 'update-policy': 'http://dx.doi.org/10.1007/springer_crossmark_policy',\n",
+       " 'source': 'Crossref',\n",
+       " 'is-referenced-by-count': 3,\n",
+       " 'title': 'Measuring Shape Relations Using r-Parallel Sets',\n",
+       " 'prefix': '10.1007',\n",
+       " 'volume': '63',\n",
+       " 'author': [{'ORCID': 'http://orcid.org/0000-0001-8245-0571',\n",
+       "   'authenticated-orcid': False,\n",
+       "   'given': 'Hans J. T.',\n",
+       "   'family': 'Stephensen',\n",
+       "   'sequence': 'first',\n",
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+       "  {'ORCID': 'http://orcid.org/0000-0001-6356-0484',\n",
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+       "  {'ORCID': 'http://orcid.org/0000-0001-9786-9439',\n",
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+       "   'given': 'Carlos B.',\n",
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+       " 'URL': 'http://dx.doi.org/10.1007/s10851-021-01041-3',\n",
+       " 'relation': {},\n",
+       " 'ISSN': ['0924-9907', '1573-7683'],\n",
+       " 'subject': ['Applied Mathematics',\n",
+       "  'Geometry and Topology',\n",
+       "  'Computer Vision and Pattern Recognition',\n",
+       "  'Condensed Matter Physics',\n",
+       "  'Modeling and Simulation',\n",
+       "  'Statistics and Probability'],\n",
+       " 'container-title-short': 'J Math Imaging Vis',\n",
+       " 'published': {'date-parts': [[2021, 6, 26]]},\n",
+       " 'assertion': [{'value': '7 November 2020',\n",
+       "   'order': 1,\n",
+       "   'name': 'received',\n",
+       "   'label': 'Received',\n",
+       "   'group': {'name': 'ArticleHistory', 'label': 'Article History'}},\n",
+       "  {'value': '2 June 2021',\n",
+       "   'order': 2,\n",
+       "   'name': 'accepted',\n",
+       "   'label': 'Accepted',\n",
+       "   'group': {'name': 'ArticleHistory', 'label': 'Article History'}},\n",
+       "  {'value': '26 June 2021',\n",
+       "   'order': 3,\n",
+       "   'name': 'first_online',\n",
+       "   'label': 'First Online',\n",
+       "   'group': {'name': 'ArticleHistory', 'label': 'Article History'}},\n",
+       "  {'order': 1,\n",
+       "   'name': 'Ethics',\n",
+       "   'group': {'name': 'EthicsHeading', 'label': 'Declarations'}},\n",
+       "  {'value': 'The authors declare that they have no conflict of interest.',\n",
+       "   'order': 2,\n",
+       "   'name': 'Ethics',\n",
+       "   'group': {'name': 'EthicsHeading', 'label': 'Conflict of interest'}}]}"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "qim3d.utils.doi.get_metadata(doi)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.10.11"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/docs/notebooks/Unet.ipynb b/docs/notebooks/Unet.ipynb
index 90003a5d26087e06670dbc75a9fa5b3606ad38b6..4b7a3d9e52aeb8466c67fab035daa131c97e5b2b 100644
--- a/docs/notebooks/Unet.ipynb
+++ b/docs/notebooks/Unet.ipynb
@@ -197,7 +197,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.11"
+   "version": "3.10.11"
   }
  },
  "nbformat": 4,
diff --git a/qim3d/tests/utils/test_doi.py b/qim3d/tests/utils/test_doi.py
new file mode 100644
index 0000000000000000000000000000000000000000..a418108870b00b822ff5fd18edfc80e3b669190a
--- /dev/null
+++ b/qim3d/tests/utils/test_doi.py
@@ -0,0 +1,21 @@
+import qim3d
+
+doi = "https://doi.org/10.1007/s10851-021-01041-3"
+
+
+def test_get_bibtex():
+    bibtext = qim3d.utils.doi.get_bibtex(doi)
+
+    assert (
+        bibtext
+        == "@article{Stephensen_2021,\n\tdoi = {10.1007/s10851-021-01041-3},\n\turl = {https://doi.org/10.1007%2Fs10851-021-01041-3},\n\tyear = 2021,\n\tmonth = {jun},\n\tpublisher = {Springer Science and Business Media {LLC}},\n\tvolume = {63},\n\tnumber = {8},\n\tpages = {1069--1083},\n\tauthor = {Hans J. T. Stephensen and Anne Marie Svane and Carlos B. Villanueva and Steven A. Goldman and Jon Sporring},\n\ttitle = {Measuring Shape Relations Using r-Parallel Sets},\n\tjournal = {Journal of Mathematical Imaging and Vision}\n}"
+    )
+
+
+def test_get_reference():
+    reference = qim3d.utils.doi.get_reference(doi)
+
+    assert (
+        reference
+        == "Stephensen, H. J. T., Svane, A. M., Villanueva, C. B., Goldman, S. A., & Sporring, J. (2021). Measuring Shape Relations Using r-Parallel Sets. Journal of Mathematical Imaging and Vision, 63(8), 1069â\x80\x931083. https://doi.org/10.1007/s10851-021-01041-3\n"
+    )
diff --git a/qim3d/utils/__init__.py b/qim3d/utils/__init__.py
index 3673ad5567fc7fe1e42ba21912250358a656acbf..70e504cb4e436b8029e00e6eb9709ca25a43c6c0 100644
--- a/qim3d/utils/__init__.py
+++ b/qim3d/utils/__init__.py
@@ -1,4 +1,6 @@
 from . import internal_tools
 from .models import train_model, model_summary, inference
 from .augmentations import Augmentation
-from .data import Dataset, prepare_datasets, prepare_dataloaders
\ No newline at end of file
+from .data import Dataset, prepare_datasets, prepare_dataloaders
+#from .doi import get_bibtex, get_reference
+from . import doi
\ No newline at end of file
diff --git a/qim3d/utils/doi.py b/qim3d/utils/doi.py
new file mode 100644
index 0000000000000000000000000000000000000000..2d81f2685675597bfae8ce407522b56fbc8a6bcf
--- /dev/null
+++ b/qim3d/utils/doi.py
@@ -0,0 +1,77 @@
+""" Deals with DOI for references """
+import json
+import requests
+from qim3d.io.logger import log
+
+
+def _validate_response(response):
+    # Check if we got a good response
+    if not response.ok:
+        log.error(f"Could not read the provided DOI ({response.reason})")
+        return False
+
+    return True
+
+
+def _doi_to_url(doi):
+    if doi[:3] != "http":
+        url = "https://doi.org/" + doi
+    else:
+        url = doi
+
+    return url
+
+
+def _make_request(doi, header):
+    # Get url from doi
+    url = _doi_to_url(doi)
+
+    # run the request
+    response = requests.get(url, headers=header, timeout=10)
+
+    if not _validate_response(response):
+        return None
+
+    return response
+
+
+def _log_and_get_text(doi, header):
+    response = _make_request(doi, header)
+
+    if response:
+        text = response.text
+        log.info(text)
+        return text
+
+
+def get_bibtex(doi):
+    """Generates bibtex from doi"""
+    header = {"Accept": "application/x-bibtex"}
+
+    return _log_and_get_text(doi, header)
+
+
+def get_reference(doi):
+    """Generates basic reference from doi"""
+    header = {"Accept": "text/bibliography"}
+    return _log_and_get_text(doi, header)
+
+
+def cusom_header(doi, header):
+    """Allows a custom header to be passed
+
+    For example:
+        doi = "https://doi.org/10.1101/2022.11.08.515664"
+        header = {"Accept": "text/bibliography"}
+        response = qim3d.utils.doi.cusom_header(doi, header)
+
+    """
+    return _log_and_get_text(doi, header)
+
+def get_metadata(doi):
+    """Generates a metadata dictionary from doi"""
+    header = {"Accept": "application/vnd.citationstyles.csl+json"}
+    response = _make_request(doi, header)
+
+    metadata = json.loads(response.text)
+    return metadata