Cold messages to people in my field, do they work? - any advice?

I sent 18 messages on a professional network and got two replies. I am in Chicago, in case local advice matters. I worry about bothering people. How do you phrase the request?

I wrote three short lines: who I am, why them and a small ask for fifteen minutes. About one in four said yes.