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◆ Nature Communications2026-05-05· Documentation

Knowledge preservation in the era of big science and AI: strategies for sustainable scientific research

Penn F. Rainford, Annalisa Occhipinti, B Wang, Susan Stepney, Claudio Angione, Suraj Verma, Lucia Marucci, Kieren Sharma, Sarah Harris, Rudolf M. Füchslin, Edda Klipp, CS 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

原始摘要(英文原文)· Original 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 Negative results go unpublished, hard-won expertise walks out the door with departing researchers, and preservation efforts remain fragmented.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.
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Knowledge preservation in the era of big science and AI: strategies for sustainable scientific research — 科研速览 Science Skim