Dennis Drabelle of "The Washington Post" remarked that it was "hard to quarrel with Gioia’s seemingly encyclopedic knowledge of what is still hot or not" but was critical of some of his omissions of information, such as failing to mention that "I Can't Give You Anything but Love, Baby" was prominent in the Howard Hawks comedy "Bringing up Baby" (1938).