About is correct.
"Confused with", is generally used when you fail to distinguish or mistake one for an other. For example, 'I always confuse Tanya with her sister'.
On the other hand, "Confused about" is used when 'confuse' is given it's literal meaning. For example, "I am confused about what to do with this degree that I've got".