AI tools help scientists' careers advance at the expense of scientific exploration

Publicly released:
International
Julian Herzog, CC BY 4.0 <https://creativecommons.org/licenses/by/4.0>, via Wikimedia Commons
Julian Herzog, CC BY 4.0 <https://creativecommons.org/licenses/by/4.0>, via Wikimedia Commons

A new analysis of over 41 million scientific papers and many of the authors' careers suggests using AI tools in research is linked to career success. Researchers used a language model to identify AI-augmented research published from 1980 to 2025 in natural sciences subjects, where scientists may use tools like machine learning and generative AI, but don't typically research AI methods directly. Authors of "AI-augmented" research published 3 times as much, got nearly 5 times the citations, and progressed faster in their careers. However, papers that didn't use AI covered a wider range of topics and tended to cite each other more. The authors say the use of AI could be encouraging researchers to "converge on the same solutions to known problems" rather than coming up with new ones, narrowing scientific exploration and engagement.

Attachments

Note: Not all attachments are visible to the general public. Research URLs will go live after the embargo ends.

Research Springer Nature, Web page Please link to the article in online versions of your report (the URL will go live after the embargo ends)
Journal/
conference:
Nature
Research: Link to Paper 1 | Paper 2
Organisation/s: Tsinghua University (China)
Funder: This work was supported in part by the National Natural Science Foundation of China (grant no. U23B2030, 23IAA02114 and 62472241), the joint project of Infinigence AI & Tsinghua University, and Tsinghua University-Toyota Research Institute to Y. L. and F.X. J.E. received support from Novo Nordisk Foundation (Simulations of Science for Society), NSF (grant no. 2404109) and the United States Department of Defense (Defense Advanced Research Projects Agency - Modeling and Measuring Scientific Creativity). The funders had no role in study design, data collection, analysis, preparation of or decision to publish the manuscript.
Media Contact/s
Contact details are only visible to registered journalists.