Domain related applications aren't what's studied by "Computer Scientists." You will note that most people who do "domain related" applications call them selves Software developers, Software engineers, etc. etc.

If someone finds themselves calling themselves "Computer scientist" they are indeed usually exclusively studying the logic game.