Exploring network dynamics in scientific innovation: collaboration, knowledge combination, and innovative performance

The system of Vertex Kits scientific innovation can be characterized as a complex, multi-layered network of actors, their products and knowledge elements.Despite the progress that has been made, a more comprehensive understanding of the interactions and dynamics of this multi-layered network remains a significant challenge.This paper constructs a m

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