diff --git a/jose/paper.bib b/jose/paper.bib
index 402c43f..5f446c3 100644
--- a/jose/paper.bib
+++ b/jose/paper.bib
@@ -39,7 +39,7 @@ @article{pyvista
   number = {37},
   pages = {1450},
   author = {C. Bane Sullivan and Alexander Kaszynski},
-  title = {{PyVista}: 3D plotting and mesh analysis through a streamlined interface for the Visualization Toolkit ({VTK})},
+  title = {{PyVista}: {3D} plotting and mesh analysis through a streamlined interface for the {Visualization Toolkit} ({VTK})},
   journal = {Journal of Open Source Software}
 }
 
@@ -56,7 +56,7 @@ @software{pandas
 
 @article{matplotlib,
   Author    = {Hunter, J. D.},
-  Title     = {Matplotlib: A 2D graphics environment},
+  Title     = {Matplotlib: A {2D} graphics environment},
   Journal   = {Computing in Science \& Engineering},
   Volume    = {9},
   Number    = {3},
@@ -70,7 +70,7 @@ @article{matplotlib
 }
 
 @article{geomodeller,
-title = {Geological modelling from field data and geological knowledge: Part I. Modelling method coupling 3D potential-field interpolation and geological rules},
+title = {Geological modelling from field data and geological knowledge: Part I. {M}odelling method coupling {3D} potential-field interpolation and geological rules},
 journal = {Physics of the Earth and Planetary Interiors},
 volume = {171},
 number = {1},
@@ -88,7 +88,7 @@ @article{geomodeller
 @inbook{gocad,
 author="Mallet, J. L.",
 editor="Turner, A. Keith",
-title="GOCAD: A Computer Aided Design Program for Geological Applications",
+title="{GOCAD}: {A} {C}omputer {A}ided {D}esign {P}rogram for {G}eological {A}pplications",
 bookTitle="Three-Dimensional Modeling with Geoscientific Information Systems",
 year="1992",
 publisher="Springer Netherlands",
@@ -102,7 +102,7 @@ @inbook{gocad
 
 @article{Wellmann2022,
     author = {Wellmann, Florian and Virgo, Simon and Escallon, Daniel and de la Varga, Miguel and Jüstel, Alexander and Wagner, Florian M. and Kowalski, Julia and Zhao, Hu and Fehling, Robin and Chen, Qian},
-    title = "{Open AR-Sandbox: A haptic interface for geoscience education and outreach}",
+    title = "{Open {AR-Sandbox}: {A} haptic interface for geoscience education and outreach}",
     journal = {Geosphere},
     volume = {18},
     number = {2},
@@ -118,7 +118,7 @@ @article{Wellmann2022
 
 @article{Lajaunie1997,
     author = {Lajaunie, C. and Courrioux, G. and Manuel, L.},
-    title = {Foliation fields and 3D cartography in geology: Principles of a method based on potential interpolation},
+    title = {Foliation fields and 3D cartography in geology: {P}rinciples of a method based on potential interpolation},
     journal = {Mathematical Geology},
     volume = {29},
     number = {4},
@@ -131,7 +131,7 @@ @article{Lajaunie1997
 
 @book{bennison,
     author="Bennison, G.M.",
-    title="An Introduction to Geological Structures and Maps",
+    title="An {I}ntroduction to {G}eological {S}tructures and {M}aps",
     year="1990",
     publisher="Springer New York, NY",
     address="New York",
@@ -143,7 +143,7 @@ @book{bennison
 
 @book{powell,
     author={Powell, D.},
-    title={Interpretation geologischer Strukturen durch Karten - Eine praktische Anleitung mit Aufgaben und Lösungen},
+    title={Interpretation geologischer {S}trukturen durch {K}arten - {E}ine praktische {A}nleitung mit {A}ufgaben und {L}ösungen},
     year={1995},
     publisher={Springer-Verlag Berlin Heidelberg},
     address={Berlin, Heidelberg},
@@ -160,12 +160,12 @@ @article{gemgis
   number = {73},
   pages = {3709},
   author = {A. Jüstel and A. Endlein Correira and M. Pischke and M. de la Varga and F. Wellmann},
-  title = {GemGIS - Spatial Data Processing for Geomodeling},
+  title = {GemGIS - {S}patial {D}ata {P}rocessing for {G}eomodeling},
   journal = {Journal of Open Source Software}
 }
 
 @Manual{QGIS_software,
-      title = {QGIS Geographic Information System},
+      title = {{QGIS} {G}eographic {I}nformation S{ystem},
       author = {{QGIS Development Team}},
       organization = {QGIS Association},
       year = {2022},
@@ -173,7 +173,7 @@ @Manual{QGIS_software
     }
 
 @Manual{Blender,
-   title = {Blender - a 3D modelling and rendering package},
+   title = {Blender - a {3D} modelling and rendering package},
    author = {Blender Online Community},
    organization = {Blender Foundation},
    address = {Stichting Blender Foundation, Amsterdam},