Generative AI now allows users to create fraudulent scientific imagery that bypasses standard academic journal screenings. These synthetic visuals mimic real data, risking the credibility of peer-reviewed research. The Conversation warns that such deception undermines public trust. Researchers must now adopt advanced detection tools to verify visual evidence before publication to prevent systemic fraud.