diff --git a/demonstrations/tutorial_resource_estimation.metadata.json b/demonstrations/tutorial_resource_estimation.metadata.json
index 5463199420..9ec79662f1 100644
--- a/demonstrations/tutorial_resource_estimation.metadata.json
+++ b/demonstrations/tutorial_resource_estimation.metadata.json
@@ -45,8 +45,8 @@
             "title": "Quantum simulation of battery materials using ionic pseudopotentials",
             "authors": "Modjtaba Shokrian Zini, Alain Delgado, Roberto dos Reis, et al.",
             "year": "2023",
-            "journal": "arXiv:2302.07981",
-            "url": "https://arxiv.org/abs/2302.07981"
+            "journal": "Quantum",
+            "url": "https://quantum-journal.org/papers/q-2023-07-10-1049"
         },
         {
             "id": "delgado2022",
diff --git a/demonstrations/tutorial_resource_estimation.py b/demonstrations/tutorial_resource_estimation.py
index 62491e210b..b495628991 100644
--- a/demonstrations/tutorial_resource_estimation.py
+++ b/demonstrations/tutorial_resource_estimation.py
@@ -302,8 +302,7 @@
 #     Modjtaba Shokrian Zini, Alain Delgado, Roberto dos Reis, Pablo A. M. Casares,
 #     Jonathan E. Mueller, Arne-Christian Voigt, Juan Miguel Arrazola,
 #     "Quantum simulation of battery materials using ionic pseudopotentials".
-#     `	arXiv:2302.07981 (2023)
-#     <https://arxiv.org/abs/2302.07981>`__
+#     `Quantum 7, 1049 (2023) <https://quantum-journal.org/papers/q-2023-07-10-1049>`__
 #
 # .. [#delgado2022]
 #