it's misleading to mention rate coding as the be-all end all of neural coding, especially as it is largely out of date. Neural coding has been found to be more complex.

I did not "mention rate coding as the be-all end all of neural coding." There is more to neural coding than rate coding, but rate coding is what predicts choice using our best mathematical models of choice in the final common path of the brain's choice circuits.