Birnbaum is credited with coining the term sanism (from sane), a form of discrimination which he felt was in all areas of life and which obstructed justice in the courtroom.
According to Birnbaum's daughter, Rebecca Birnbaum MD, he was influenced in the concept by his close friend the lawyer and civil rights activist Florynce Kennedy, who had graduated from Columbia Law School with him.