Journal of Informetrics

• A set of indicators are developed to assess the balance of knowledge flows. • We distinguish local and global flows and account for self-citations. • We apply double-fractionalization to capture international co-authorships. • Our indicators enable direct comparison of knowledge exchange roles of nations. • Empirical data reveals the trend of globalization and interdependence. The assessments o…

• We propose a semi-supervised model for citation intent classification that integrates GANs with domain-specific SciBERT embeddings. • This paper applies intent-based filtering to large-scale citation networks, including the unarXiv dataset with 76k nodes and 171k edges. • cGAN-SciBERT yields competitive F1-scores (0.887 on SciCite) with a minimal number of parameters. • Citation intent filterin…

• Introduces the Author Position Ratio (APR), a simple descriptor of authorship patterns based solely on byline position. • Classifies researchers into authorship typologies, providing a qualitative identity rather than a numerical credit weight. • Reveals authorship strategies that remain hidden in traditional citation indices such as the h-index and c-score. • Combining APR with citation metric…