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The Visual Colorimetric Detection of Multi-nucleotide Polymorphisms on a Pneumatic Droplet Manipulation Platform

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Published on: September 27, 2016

Heterogeneous network location, digitalization, and patent applications in China.

¹School of Economics and Management, Xiamen University of Technology, Xiamen, 361024, China. libx509@163.com.

Scientific Reports

|November 18, 2025

Summary

Heterogeneous Knowledge Transfer Networks (HKTNs) evolve dynamically, with key positions enhancing firm innovation. Digitalization impacts structural holes more than centrality in this process.

Keywords:

Centrality Digitalization Firm innovation Heterogeneous network Knowledge transfer network (KTNs)Structural hole

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Area of Science:

Network Science
Innovation Management
Organizational Dynamics

Background:

Effective knowledge transfer is vital for firm innovation.
Understanding the evolution of knowledge transfer networks is essential.
Heterogeneous Knowledge Transfer Networks (HKTNs) represent complex inter-firm relationships.

Purpose of the Study:

To analyze the dynamic characteristics of HKTNs.
To explore the evolutionary impact of network positions on firm innovation.
To investigate the moderating role of digitalization.

Main Methods:

Construction of HKTNs using complex relational data (2011-2020).
Application of Social Network Analysis (SNA).
Utilized Negative Binomial Regression for evolutionary effect analysis.

Main Results:

Dynamic shifts in information control and influence positions within HKTNs.
Evolutionary centrality and structural holes significantly boost firm innovation.
Digitalization negatively moderates the structural hole-innovation link, with no significant effect on centrality.

Conclusions:

Network position dynamics are critical for knowledge transfer and innovation.
Strategic positioning within HKTNs can enhance innovation capabilities.
Digitalization's impact on innovation is contingent on network structure.