Knowledge preservation in the era of big science and AI: strategies for sustainable scientific research
Abstract
Abstract Science is losing knowledge it cannot afford to lose. Negative results go unpublished, hard-won expertise walks out the door with departing researchers, and preservation efforts remain fragmented. The consequences are wasted resources, duplicated effort, and missed discoveries. In this perspective, we argue that the research community can act now by embracing alternative dissemination channels, improving documentation best practices, and building sustainable digital infrastructure. We envision moderated platforms for sharing null results and practical know-how, community-driven standards, and AI-powered tools that lower barriers to implementation. With coordinated effort, science can become more open, efficient, and resilient for future generations.
Article Details
Authors (21)
Penn F. Rainford
Annalisa Occhipinti
Bo Wang
Susan Stepney
Claudio Angione
Suraj Verma
Lucia Marucci
Kieren Sharma
Sarah A. Harris
Rudolf M. Füchslin
Edda Klipp
Claire S. Grierson
Mathias S. Weyland
Aalap Mogre
Harold Fellermann
Le Minh Thao Doan
Ioana M. Gherman
Alice L. B. Pyne
Timothy J. Rudge
Victor M. V. Berrelleza
Thomas E. Gorochowski