Citation Cliques in Low Impact Journals

TL;DR

This study reveals that low-impact journals tend to form closed, inward-looking citation communities with higher cohesion and reciprocity, contrasting with high-impact venues and affecting bibliometric assessments.

Contribution

It introduces a subject-aware hybrid detection pipeline that identifies citation outliers and characterizes the segregated citation economies in low-impact journals.

Findings

Authors in low-impact venues show 6.7x higher co-author citation rates.

Low-impact venues exhibit 4.7x higher reciprocity in citations.

Detected outliers have an 11x increase in clique strength, indicating closed citation communities.

Abstract

This exploratory study examines how low-impact journals, defined through subject-normalized Eigenfactor percentiles, are associated with denser and more reciprocating patterns of author-to-author citations. Using Crossref records, we assign journals to broad subject areas, compute subject-specific Eigenfactor scores, propagate venue quality to works and authors, match authors in low- (Case) versus high-influence (Control) venues by subject and h5, and analyze citation edges for cohesion and anomalies. Across a 10% sample of 9,431 matched pairs, authors in low-impact venues exhibit significantly higher cohesion: 6.7x higher co-author citation rates and 4.7x higher reciprocity in the aggregate Case-Control comparison. A subject-aware hybrid detection pipeline flags 277 outliers with 93.5% Case purity; these outliers display an 11x clique-strength lift relative to non-outliers, revealing a stark "Two Worlds" segregation (r = 0.71) where low-impact venues operate as closed citation economies. The largest detected component (n = 23) displays a hub-and-spoke topology in which peripheral "Sycophants" funnel citations to central "Beneficiaries" through coordinated bursts, confirming a directed flow imbalance rather than reciprocal exchange among equals. Overall, cohesion, rather than broad asymmetry, accounts for the main Case-Control differences, suggesting that low-impact venues foster segregated, inward-looking citation economies that distort bibliometric indicators.