The goal of the article is educate on the mathematics, not a tutorial on how best to do mathematical modelling with Julia. An article like that is better served explaining the inner workings of the Black Box, rather than just using the Black Box.
Why? The goal of the article is not to be a Julia tutorial. Julia is just a convenient demonstrator. Better to make the code as language independent as possible.