Labeling Needs Human-Factors Trials

A synthetic-content label has to work on a person, not merely exist in metadata. Test comprehension, attention, accessibility, overtrust, and behavior across cultures and media. A badly designed label can make users distrust authentic unsigned work—or grant manipulated signed media more authority than it deserves.