Capsule shape using border-radius without a set width or height?

Capsule shape using border-radius without a set width or height?

Is it possible to make a capsule share using border-radius without a set
width or height?
I want the left and right sides to be completely rounded while the capsule
would remain straight along the horizontal. Setting the radius to 50%
doesn't seem to give the desired affect.