Citation Visibility vs. Citation Reality: A Case Study of Google Scholar Limitations in Southeastern European Academic Publications
Željko Stanojević
Institute for Hebrew Language and Literature, Belgrade
Independent Researcher in Hebrew Linguistics and Biblical Philology
ORCID: https://orcid.org/0009-0009-0717-6184
Abstract
This study investigates the discrepancy between actual scholarly use and algorithmically detected citation counts within Google Scholar, focusing on publications in Hebrew linguistics, Biblical philology, and related disciplines from Southeastern Europe.
Through bibliometric analysis, repository-based verification, and technical examination of document structures, the paper demonstrates that citation visibility depends not only on scholarly impact but also on OCR quality, metadata consistency, document formatting, multilingual publication environments, and citation structure. The study distinguishes between citation reality and citation visibility, proposing a hybrid model of citation assessment that integrates automated indexing with manual verification and repository evidence.
The findings contribute to ongoing discussions in bibliometrics, digital humanities, and research evaluation by highlighting structural limitations of automated citation tracking systems and suggesting practical approaches for improving citation detectability.
Keywords
Google Scholar; bibliometrics; citation analysis; citation visibility; digital humanities; repository studies; Hebrew linguistics; scholarly communication; research evaluation; metadata
Description
This article examines why academically documented citations frequently remain invisible within Google Scholar despite clear evidence of scholarly use. Drawing upon examples from Hebrew linguistics, Biblical philology, theology, and interdisciplinary research, the study demonstrates that citation counts should not always be interpreted as direct indicators of academic impact.
Particular attention is devoted to OCR limitations, non-standard citation practices, multilingual publication environments, metadata inconsistencies, and document structure, all of which influence automated citation detection.
By combining bibliometric methodology with repository-based verification, the paper proposes a more comprehensive framework for evaluating scholarly influence beyond conventional citation metrics.
Access
Zenodo (DOI):
https://doi.org/10.5281/zenodo.20123014
Citation
Stanojević, Željko. Citation Visibility vs. Citation Reality: A Case Study of Google Scholar Limitations in Southeastern European Academic Publications. Zenodo, 2026. https://doi.org/10.5281/zenodo.20123014
Research Areas
- Bibliometrics
- Google Scholar
- Citation Analysis
- Research Evaluation
- Digital Humanities
- Hebrew Linguistics
- Biblical Philology
- Scholarly Communication
- Academic Publishing
- Open Science
- Metadata
- OCR
- Repository Studies
- Information Science
- Research Metrics