AI Agents 相关度: 6/10

Where Do Your Citations Come From? Citation-Constellation: A Free, Open-Source, No-Code, and Auditable Tool for Citation Network Decomposition with Complementary BARON and HEROCON Scores

Mahbub Ul Alam
arXiv: 2603.24216v1 发布: 2026-03-25 更新: 2026-03-25

AI 摘要

Citation-Constellation工具通过网络分析分解引用来源,提供BARON和HEROCON两种互补指标。

主要贡献

  • 开发Citation-Constellation工具,用于引用网络分析
  • 提出BARON和HEROCON两种新颖的引文评价指标
  • 提供无需编程的引文分析工具,易于使用和审计

方法论

通过自引分析、合作图遍历、机构匹配和AI辅助抽取实现引文网络分解,计算BARON和HEROCON指标。

原文摘要

Standard citation metrics treat all citations as equal, obscuring the social and structural pathways through which scholarly influence propagates. I introduce Citation-Constellation, a freely available no-code tool for citation network analysis with two complementary bibliometric scores that decompose a researcher's citation profile by network proximity between citing and cited authors. BARON (Boundary-Anchored Research Outreach Network score) is a strict binary metric counting only citations from outside the detected collaborative network. HEROCON (Holistic Equilibrated Research Outreach CONstellation score) applies graduated weights assigning partial credit to in-group citations based on relationship proximity. The gap between scores serves as a diagnostic of inner-circle dependence. An extended abstract with full details appears in the paper. The tool implements this through a phased architecture: (1) self-citation analysis, (2) co-authorship graph traversal, (3) temporal institutional affiliation matching via ROR, and (4) AI-agent-driven venue governance extraction using a local LLM. Phases 1-3 are fully operational; Phase 4 is under development. Key design choices include ORCID-validated author identity resolution, an UNKNOWN classification for citations with insufficient metadata, and comprehensive audit trails documenting every classification decision. A no-code web interface enables researchers to compute scores without programming, installation, or registration. I present these scores as structural diagnostics, not quality indicators. BARON and HEROCON describe where in the social graph citations originate. They should not be used for hiring, promotion, or funding decisions. HEROCON weights are experimental and require empirical calibration.

标签

引文分析 网络分析 文献计量学 影响力评估 开放工具

arXiv 分类

cs.DL cs.AI cs.DB cs.IR