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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

Author

Mingze Zhang

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Preprint Aug 2026

Co-leading Teams Drive Scientific Novelty in Large-scale Research Infrastructures

It is found that the ideal collaboration architecture evolves with user experience: while newcomers can obtain a large novelty premium from mere staff participation, experienced users only benefit from staff co-leading teams, which suggests a knowledge saturation effect for which a deeper intellectual partnership is ne...

Ming-Ze Zhang, Yi-Zhan Li, Hao Peng et al. · 0 citations

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