From disclosure to verification: a risk-differentiated framework for the ethical use of AI in academic research
Academic publishers, editorial associations, and governance bodies have converged on a disclosure-centered approach to generative AI in research: AI cannot be listed as an author, AI use must be declared, and authors retain responsibility for AI-assisted content. This paper argues that disclosure, while necessary, is insufficient. The empirical literature shows that hallucination remains substanti