diff --git a/paper/conclusions.tex b/paper/conclusions.tex
index ef5260fb2887c182e59703fe8989f8dcb40d699d..c9c9f0b62eaa3e2c7e6a5399f7cf3873e9cf5b47 100644
--- a/paper/conclusions.tex
+++ b/paper/conclusions.tex
@@ -1,6 +1,15 @@
+%!TEX root = sl.tex
+% The above command helps compiling in TexShop on a MAc. Hitting typeset complies sl.tex directly instead of producing an error here.
+
 \section{Conclusions and Future work}
 
-\begin{itemize}
-\item Conclusions 
-\item Future work / Impact
-\end{itemize}
\ No newline at end of file
+In this paper we considered evaluation of (automatic) decision makers, which is vitally needed for the current aims of replacing human decision making with different kinds of automatic decision making procedures. The challenge in this is that the evaluation often needs to be based on data where present decisions imply selective labeling and missing data, thus biasing any standard statistical data analysis results.  We showed that with proper causal modeling, evaluation of decision makers is possible even on this selectively labeled data. Contrary to the previous methods, our proposed approach allows for more accurate evaluations, with less variation, also in settings that evaluation was not possible before.
+
+In the future we will examine further generalizing the setting and modeling assumption: more intricate differences in decision maker's behaviour could be modeled e.g. by hiearchical Bayesian modeling. We believe such approaches will allow for better evaluations in new application fields, ensuring the accuracy and fairness of automatic decision making procedures that can be then adopted within the society.
+
+
+
+%\begin{itemize}
+%\item Conclusions 
+%\item Future work / Impact
+%\end{itemize}
\ No newline at end of file
diff --git a/paper/macros.tex b/paper/macros.tex
index 2801f0cd30144d68e32031bbb519024870ea7f65..83d25621d7cbc4a4c85b3454a6b7ab7608ea189a 100755
--- a/paper/macros.tex
+++ b/paper/macros.tex
@@ -1,4 +1,4 @@
-\usepackage[hide]{chato-notes}
+\usepackage[show]{chato-notes}
 % \newtheorem{theorem}{Theorem}
 % \newtheorem{definition}{Definition}
 % \newtheorem{problem}{Problem}