What is wrong with “Listeners were persuaded, therefore the claim is true”?

Rhetorical Syllogism: Accepted, Probable Premises and Persuasion

• It defines a universal categorical proposition
• Confusing persuasion with truth
• There are no listeners
• Its middle term must be a real cause