diff --git a/README.md b/README.md
index 4217731c86db7b8e784fcd16853b307ff96346ab..a40bbe18e3ac4b7752fb6979d5f057a3cb34b2b7 100644
--- a/README.md
+++ b/README.md
@@ -1,7 +1,7 @@
 # MachineLearningTools
 
-This project contains the source code to rerun "IntelliO3-ts v1.0: A neural network approach to predict near-surface 
-ozone concentrations in Germany" by F. Kleinert, L. H. Leufen and M. G. Schultz (2020, submitted to GMD).
+This project contains the source code to rerun "__IntelliO3-ts v1.0: A neural network approach to predict near-surface 
+ozone concentrations in Germany__" by F. Kleinert, L. H. Leufen and M. G. Schultz (2020, submitted to GMD, gmd-2020-169).
 Moreover, the source code includes some functionality which is not used in the study named above.
 
 # Installation
@@ -45,7 +45,7 @@ The example below assumes that the output of `echo $HOSTNAME` is "your_hostname"
     Please also consult the [installation instruction](https://scitools.org.uk/cartopy/docs/latest/installing.html#installing)
 of the cartopy package itself.
 
-Example of all remarks given above:
+Example of all remarks given above (run.py):
 ```
 import [...]
 [...]