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\end{frame}
+
+ \begin{frame}{This problem isn't just limited to astronomy}
+ \begin{tcolorbox}[title=Repeatability of published microarray gene expression analyses]
+ \small Ioannidis+2009 evaluated the replication of data analyses in \alert{18 articles} ... in Nature Genetics and reproduced \alert{only 2} in principle.''. DOI:\href{https://doi.org/10.1038/ng.295}{10.1038/ng.295}.
+ \end{tcolorbox}
+ \pause
+
+ \begin{tcolorbox}[title=Is Economics Research Replicable? 60 papers from Thirteen Journals Say ``Usually Not'']
+ \small Chang\&Li2015 were are able to \alert{replicate less than half} of 67 papers in well-regarded journals. Even \emph{with help} from the authors.
+ They ``assert that \alert{economics research is usually not replicable}''. DOI:\href{http://dx.doi.org/10.17016/FEDS.2015.083}{10.17016/FEDS.2015.083}
+ \end{tcolorbox}
+
+ \pause
+ \begin{tcolorbox}[title=An empirical analysis of journal policy effectiveness
+for computational reproducibility]
+ \small Stodden+2018 studied a random sample of \alert{204} scientific papers in \emph{Science} and were able to obtain \alert{artifacts from 44\%} and \alert{reproduce the findings for 26\%}. DOI:\href{http://dx.doi.org/10.1073/pnas.1708290115}{10.1073/pnas.1708290115}
+ \end{tcolorbox}
+ \end{frame}
+
+
\begin{frame}{``Reproducibility crisis'' in the sciences? (Baker 2016, Nature 533, 452)}
\centering
\includegraphics[width=0.85\linewidth]{img/reproducibility-crisis.jpg}