Scatter plot of the sources predicted as TDEs in the labeled set. The x-axis represents the predicted probability of being a TDE, while the y-axis shows the second-highest probability. The dashed gray line represents a 1:1 ratio, where points closer to this line indicate greater uncertainty by the classifier regarding the true class of the source. The middle plot shows the second most probable class labels, while the right plot presents the true class labels of the sources. These histogram plots depict the orthogonal distances of the sources from the dashed line, providing insight into the classifier’s confusion relative to the real classes of the sources.