What is the preferred method to remove a disc from an optical drive that fails to eject the disc?

If you are referring to a CD drive or a DVD drive, the preferred method is to use a paperclip. I typically use the large paperclip, straighten it out. In the front of the drive look closely for a tiny pin hole. Push the paperclip into the hole and the drive will open.