Evidence map›Paper›PMID 41294967›Full record

ArticleEntropy (Basel, Switzerland)2025

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

Qun Zhao, Menghui Yang, Guojian Xian, Jieying Bi, Tan Sun

Abstract read
In one paragraph

Article in Entropy (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Qun ZhaoAgricultural Information Institute, Chinese Academy of Agricultural Sciences, Beijing 100012, China.ORCID 0000-0002-1557-8257
Menghui YangSchool of Information Resource Management, Renmin University of China, Beijing 100872, China.
Guojian XianAgricultural Information Institute, Chinese Academy of Agricultural Sciences, Beijing 100012, China.
Jieying BiAgricultural Information Institute, Chinese Academy of Agricultural Sciences, Beijing 100012, China.ORCID 0000-0001-6878-7565
Tan SunAgricultural Information Institute, Chinese Academy of Agricultural Sciences, Beijing 100012, China.

Funding

The Agricultural Science and Technology Innovation Program CAAS-ASTIP-2025-ALL
6 · The paper itself

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.

Indexed as

information theoryKullback-Leibler divergencemediating similarityreference behaviorscientometrics

Identifiers

PMID41294967
PMCPMC12651517

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.