Subtopic Deep Dive
Web Citation Analysis
Research Guide
What is Web Citation Analysis?
Web citation analysis measures scholarly impact using hyperlinks and web references as alternatives to traditional citations.
Web citation analysis treats web links as informal citations to assess broader online influence of research. It distinguishes web mentions from database citations like those in Web of Science and Scopus (Aghaei Chadegani et al., 2013). Over 10 papers in provided lists compare web-based tools with traditional bibliometrics, including VOSviewer software (van Eck and Waltman, 2009).
Why It Matters
Web citation analysis reveals impact missed by journal counts, such as open access advantages shown in Eysenbach (2006) with 817 citations demonstrating faster dissemination. Martín-Martín et al. (2018) compare Google Scholar citations across 252 categories against Web of Science and Scopus, highlighting web tools' broader coverage (1712 citations). Pranckutė (2021) analyzes Web of Science and Scopus as key databases, aiding web visibility studies (2009 citations). This extends informetrics to track informal influence on platforms beyond academic databases.
Key Research Challenges
Web data ephemerality
Web citations decay over time due to link rot and site changes, complicating longitudinal studies. Kilgarriff and Grefenstette (2003) note the web's vast but unstable language data for corpus analysis (917 citations). Tracking requires frequent crawling not covered in static databases like Scopus (Aghaei Chadegani et al., 2013).
Distinguishing citation types
Hyperlinks mix scholarly, promotional, and incidental references, unlike formal citations. Van Eck and Waltman (2017) use CitNetExplorer for citation clustering but note challenges with web noise (2386 citations). Methods must filter non-impactful links from total web mentions.
Database coverage gaps
Web of Science and Scopus miss grey literature and web-native citations. Singh et al. (2021) compare journal coverage across databases, finding Dimensions superior for web visibility (1409 citations). Integrating web metrics demands hybrid approaches beyond traditional bibliometrics (Pranckutė, 2021).
Essential Papers
Software survey: VOSviewer, a computer program for bibliometric mapping
Nees Jan van Eck, Ludo Waltman · 2009 · Scientometrics · 18.1K citations
We present VOSviewer, a freely available computer program that we have developed for constructing and viewing bibliometric maps. Unlike most computer programs that are used for bibliometric mapping...
The bibliometric analysis of scholarly production: How great is the impact?
Ole Ellegaard, Johan Albert Wallin · 2015 · Scientometrics · 2.8K citations
Citation-based clustering of publications using CitNetExplorer and VOSviewer
Nees Jan van Eck, Ludo Waltman · 2017 · Scientometrics · 2.4K citations
Web of Science (WoS) and Scopus: The Titans of Bibliographic Information in Today’s Academic World
Raminta Pranckutė · 2021 · Publications · 2.0K citations
Nowadays, the importance of bibliographic databases (DBs) has increased enormously, as they are the main providers of publication metadata and bibliometric indicators universally used both for rese...
A Comparison between Two Main Academic Literature Collections: Web of Science and Scopus Databases
Arezoo Aghaei Chadegani, Hadi Salehi, Melor Md Yunus et al. · 2013 · Asian Social Science · 1.8K citations
Nowadays, the worlds scientific community has been publishing an enormous number of papers in different scientific fields. In such environment, it is essential to know which databases are equally e...
Google Scholar, Web of Science, and Scopus: A systematic comparison of citations in 252 subject categories
Alberto Martín‐Martín, Enrique Orduña‐Malea, Mike Thelwall et al. · 2018 · Journal of Informetrics · 1.7K citations
The journal coverage of Web of Science, Scopus and Dimensions: A comparative analysis
Vivek Kumar Singh, Prashasti Singh, Mousumi Karmakar et al. · 2021 · Scientometrics · 1.4K citations
Reading Guide
Foundational Papers
Start with van Eck and Waltman (2009) for VOSviewer bibliometric mapping (18146 citations), then Aghaei Chadegani et al. (2013) for WoS-Scopus baselines, and Kilgarriff and Grefenstette (2003) for web corpus foundations.
Recent Advances
Study Pranckutė (2021) on database titans, Martín-Martín et al. (2018) on Google Scholar comparisons, and Singh et al. (2021) on journal coverage.
Core Methods
Core techniques: VOSviewer for maps (van Eck and Waltman, 2009), CitNetExplorer clustering (van Eck and Waltman, 2017), and coverage comparisons across WoS, Scopus, Google Scholar (Aghaei Chadegani et al., 2013).
How PapersFlow Helps You Research Web Citation Analysis
Discover & Search
PapersFlow's Research Agent uses searchPapers and exaSearch to find web citation papers like 'Google Scholar, Web of Science, and Scopus' by Martín-Martín et al. (2018), then citationGraph visualizes networks from VOSviewer citations (van Eck and Waltman, 2009), and findSimilarPapers uncovers related informetrics works.
Analyze & Verify
Analysis Agent applies readPaperContent to extract comparison metrics from Aghaei Chadegani et al. (2013) on Web of Science vs. Scopus, verifies claims with CoVe chain-of-verification, and runPythonAnalysis computes citation decay trends using pandas on OpenAlex data with GRADE scoring for bibliometric evidence strength.
Synthesize & Write
Synthesis Agent detects gaps in web vs. traditional citation coverage from Ellegaard and Wallin (2015), flags contradictions between databases (Singh et al., 2021), while Writing Agent uses latexEditText, latexSyncCitations for reports, and latexCompile with exportMermaid for citation network diagrams.
Use Cases
"Analyze citation differences between Google Scholar and Web of Science for informetrics papers"
Research Agent → searchPapers + citationGraph on Martín-Martín et al. (2018) → Analysis Agent → runPythonAnalysis (pandas correlation of 252 categories) → researcher gets CSV of coverage stats.
"Draft a LaTeX report on VOSviewer for web citation mapping"
Research Agent → findSimilarPapers (van Eck and Waltman, 2009) → Synthesis Agent → gap detection → Writing Agent → latexEditText + latexSyncCitations + latexCompile → researcher gets compiled PDF with synced references.
"Find code for web citation tracking tools"
Research Agent → exaSearch 'web citation analysis code' → Code Discovery → paperExtractUrls → paperFindGithubRepo → githubRepoInspect → researcher gets inspected GitHub repos with VOSviewer-like scripts.
Automated Workflows
Deep Research workflow scans 50+ OpenAlex papers on web visibility, chains searchPapers → citationGraph → structured report on hyperlink impact vs. Scopus. DeepScan applies 7-step analysis with CoVe checkpoints to verify Eysenbach (2006) open access claims against web data. Theorizer generates hypotheses on web citation evolution from Kilgarriff and Grefenstette (2003) corpus trends.
Frequently Asked Questions
What defines web citation analysis?
Web citation analysis uses hyperlinks and online references as citations to measure scholarly impact beyond journals. It focuses on informal web influence (Kilgarriff and Grefenstette, 2003).
What are main methods?
Methods include network mapping with VOSviewer (van Eck and Waltman, 2009) and database comparisons like Google Scholar vs. Web of Science (Martín-Martín et al., 2018). Citation clustering uses CitNetExplorer (van Eck and Waltman, 2017).
What are key papers?
Foundational: van Eck and Waltman (2009, 18146 citations) on VOSviewer; Aghaei Chadegani et al. (2013, 1796 citations) on WoS-Scopus. Recent: Pranckutė (2021, 2009 citations) on bibliographic titans.
What open problems exist?
Link decay, citation type filtering, and web-database integration remain unsolved. Singh et al. (2021) highlight coverage gaps needing hybrid metrics.
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Part of the Web visibility and informetrics Research Guide