Check with McMaster Carr. You will need to know what series of roller chain (40, 41, etc) you have first. Some of theirs have a ball bearing, others a bronze sleeve.
Looks like yours has an "open" design ball bearing - those need a slinger installed to help keep water, snow, & dirt out. A sealed (or shielded) design is better suited for the application.