Calf socks can help support runners with shin splints while crew socks with mild compression can support ankle stability. If you prefer a low-cut ankle sock, look for a version with a blister tab ...
As a former track and field athlete, shin splints were unfortunately the norm for me and most of my teammates. The daily running and jumping did a number on my body, and my shins took a hit.