Can you tell a gender of a horse chestnut tree?

I am going to have a pet horse chestnut tree. But people always say look under the leaves, but look under leaves for what?

Can you tell a gender of a horse chestnut tree?
Probably by markings under the leaf. Straight markings would mean its a female. I think. These trees really shouldn't have a gender.