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The song "Am I Blue?" by Ethel Waters encompasses various genres, including jazz, blues, and pop. It's characterized by its melancholic and introspective tone, exploring themes of heartbreak and longing. Jazz elements are evident in the use of improvisation and syncopation, while blues influences can be heard in the soulful vocals and the song's call-and-response structure.