Is a network a category?

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in this post on math.stackexchange, the top voted answer affirmed the following quote:

Roughly speaking, category theory is graph theory with additional structure to represent composition.

I am wondering, are networks categories? s and if so, is category theory ever considered when studying the functioning of various kinds of multi-layer dynamic networks, be they social, biological, etc?