diff --git a/DESCRIPTION b/DESCRIPTION
index ff516da..bce2555 100644
--- a/DESCRIPTION
+++ b/DESCRIPTION
@@ -1,6 +1,6 @@
 Package: modelStudio
 Title: Interactive Studio for Explanatory Model Analysis
-Version: 3.1.1
+Version: 3.1.2
 Authors@R:
     c(person("Hubert", "Baniecki", role = c("aut", "cre"),
              email = "hbaniecki@gmail.com",
@@ -16,8 +16,8 @@ Description: Automate the explanatory analysis of machine learning predictive
     model-level) explanations and produces a customisable dashboard, which 
     consists of multiple panels for plots with their short descriptions. It is 
     possible to easily save the dashboard and share it with others. modelStudio 
-    facilitiates the process of Interactive Explanatory Model Analysis introduced 
-    in Baniecki et al. (2023) <10.1007/s10618-023-00924-w>.
+    facilitates the process of Interactive Explanatory Model Analysis introduced 
+    in Baniecki et al. (2023) <doi:10.1007/s10618-023-00924-w>.
 Depends: R (>= 3.6)
 License: GPL-3
 Encoding: UTF-8
diff --git a/NEWS.md b/NEWS.md
index 208bcad..4852c45 100644
--- a/NEWS.md
+++ b/NEWS.md
@@ -1,4 +1,4 @@
-# modelStudio 3.1.1
+# modelStudio 3.1.2
 * added new parameter to `modelStudio()`: `open_plots = c("fi")`, which is a vector listing plots to be initially opened (and on which positions) [(#112)](https://github.com/ModelOriented/modelStudio/issues/112)
 * fixed future warning with `DALEX::loss_default()` since `DALEX >=2.5.0`