Uh oh, my wife and her friend ride their e-bikes in Lycra and jerseys with seat bags and water bottles, helmets and cycling glasses. It’s a carry over from their racing bike days. A good friend of mine is a dedicated marathoner lives up a 1/4 mile 20% grade driveway way up on the hill. He bought a Specialized racing e-bike virtually indistinguishable from an analogue bike except for the oversized BB. He runs errands on it and will be the first to tell you he is no cyclist but a runner. If he gets killed or injured while riding then he defacto becomes a cyclist, like it or not.