How to use structured logging

I upgraded to 1.3.5 in order to get the structured logging that was introduced in 1.2.0. I understood that this would cause all log outputs to be in a json format which is what I need for import into graylog. The logging hasn’t changed and I can’t find anything in the documents to tell me how to switch this structured logging on. Anyone able to tell me how?