For data with a very strong correlation between the input features A and the output labels B, the turning point below which performance is spuriously high occurs at around κ = 0.55 (Figure 3d), a value the community holds to be pretty low but which is not unknown in published work.
the data actually available for analysis is shown in the middle of the figure.