# Mediating Similarity: An Information-Theoretic Principle of Reference Behavior

**Authors:** Qun Zhao, Menghui Yang, Guojian Xian, Jieying Bi, Tan Sun

PMC · DOI: 10.3390/e27111124 · Entropy · 2025-10-31

## TL;DR

This paper introduces 'Mediating Similarity', a principle showing how journals strategically select references to efficiently connect their research to the broader scientific landscape.

## Contribution

The study introduces and validates the 'Mediating Similarity' principle as a new information-theoretic framework for understanding reference behavior in science.

## Key findings

- The mediated path through references is consistently more efficient than the direct path for thousands of journals.
- Reference portfolios are synergistically optimal combinations that outperform random alternatives.
- Reference selection balances ideal cognitive paths with practical constraints using a 'satisficing' strategy.

## Abstract

While information theory is widely used to quantify knowledge combinations, the fundamental principles guiding reference selection in science remain largely unexplored. This study analyzes a large-scale journal citation network to introduce and empirically validate a principle we term “Mediating Similarity”. We posit that a journal’s reference list acts as a strategic cognitive bridge, creating a more efficient informational path from its specific research identity to the broader scientific landscape. Using information-theoretic measures and computational experiments, we tested this principle and its underlying mechanisms. Our findings provide robust, multi-level evidence. First, we confirm the universality of the principle, showing that the mediated path through references is consistently more efficient than the direct path for thousands of journals. Second, perturbation experiments reveal a dual mechanism guiding reference selection: real-world reference portfolios are not merely collections of relevant works, but are synergistically optimal combinations that vastly outperform randomly assembled alternatives. This global optimization, however, operates as a robust “satisficing” strategy, balancing the search for an ideal cognitive path with the practical constraints of scientific discovery. Collectively, these findings reframe reference behavior as a strategic process of navigating a cognitive energy landscape, where journals selectively curate references to enhance their integrative capacity and innovative potential.

## Full-text entities

- **Diseases:** injury to (MESH:D014947)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12651517/full.md

## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12651517/full.md

## References

35 references — full list in the complete paper: https://tomesphere.com/paper/PMC12651517/full.md

---
Source: https://tomesphere.com/paper/PMC12651517