Comment by afiori

In the article it is explained that the purpose of this coefficient is to estimate how much X is a function of Y [1](or how noisy this association is); in particular this coefficient is 1 iff X is a function of Y.

With MI (the article claims that) you can have a coefficient of 1 without X being a function of Y.

[1] this means that this coefficient is intentionally not symmetric.