DevDivLab member Dr. David Ruttenberg has published a new article in Springer Nature’s AI & Society (2026) titled, “The AIR Framework for Research Transparency: A Critical Analysis of Stage-Specific AI Disclosure in the Context of Accessibility and Research Integrity.”

The article introduces the AIR framework, a stage-specific model for AI disclosure across research workflows that explicitly addresses accessibility and the experiences of disabled and neurodivergent scholars. The framework offers practical and ethical guidance for researchers, editors, institutions, and policymakers navigating the evolving intersection of artificial intelligence, research integrity, and inclusive scholarship.

An open-access version of the article is available here.

Citation: Ruttenberg, D. The AIR framework for research transparency: a critical analysis of stage-specific AI disclosure in the context of accessibility and research integrity. AI & Society (2026). https://doi.org/10.1007/s00146-026-03082-x