Text-to-image prompts now allow users to fabricate scientific data in seconds. These synthetic visuals frequently bypass the scrutiny of academic journals, compromising the peer-review process. Generative AI tools make high-fidelity fakes indistinguishable from real lab results. Researchers must now adopt rigorous forensic verification to prevent fraudulent data from entering the scientific record.