Besides genuine syllogisms, there may be syllogisms that look genuine but are not; and since an enthymeme is merely a syllogism of a particular kind, it follows that, besides genuine enthymemes, there may be those that look genuine but are not
This entire chapter (Aristotle's Rhetoric: Book II - Chapter 24) is centered on logical fallacies.