This article does nothing to prove it's not biological as the subtitle suggests. In fact the claim you make is that it IS biological, caused by estrogen in the brain.

Sex isn't the same as gender. Sex is biological. Gender is personal subjective experience, influenced by biology, society, expectations, gender dysphoria and a host of other factors.