There is no reason that chemicals are the only actively defining part of our mind. It may very well be that chemicals are everything we need to messure, it may also turn out that we need to messure a lot of other things. Point is we do not know, and have a growing problem to figure it out.
Structure. An integrated circuit is just doped silicon, but understanding its chemical composition tells you practically nothing about how it actually works.
