Du-Xin Shang

A framework for measuring scientific innovation integrating LLM-driven semantic reasoning and bibliometric analysis

Findings indicate that the proposed 3D measure outperforms single-dimension metrics in distinguishing breakthrough, disruptive and nascent research, and supports an interpretable eight-quadrant typology for innovation classification.