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use upper-case E
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jannes committed Oct 7, 2024
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Expand Up @@ -444,7 +444,7 @@ mean(score_spcv_glm$classif.auc) |>
round(2)
```

To put these results in perspective, let us compare them with AUROC\index{AUROC} values from a 100-repeated 5-fold non-spatial cross-validation (Figure \@ref(fig:boxplot-cv); the code for the non-spatial cross-validation\index{cross-validation} is not shown here but will be explored in the exercise section).
To put these results in perspective, let us compare them with AUROC\index{AUROC} values from a 100-repeated 5-fold non-spatial cross-validation (Figure \@ref(fig:boxplot-cv); the code for the non-spatial cross-validation\index{cross-validation} is not shown here but will be explored in the Exercise section).
As expected (see Section \@ref(intro-cv)), the spatially cross-validated result yields lower AUROC values on average than the conventional cross-validation approach, underlining the over-optimistic predictive performance of the latter due to its spatial autocorrelation\index{autocorrelation!spatial}.

```{r boxplot-cv, echo=FALSE, message=FALSE, out.width="75%", fig.cap="Boxplot showing the difference in GLM AUROC values on spatial and conventional 100-repeated 5-fold cross-validation.", fig.scap="Boxplot showing AUROC values."}
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