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Updated: Jan 19, 2026

Comparing Bibliometric Analysis Using PubMed, Scopus, and Web of Science Databases
Published on: October 24, 2019
Citation gaming induced by bibliometric evaluation: A country-level comparative analysis
Alberto Baccini1, Giuseppe De Nicolao2, Eugenio Petrovich1
1Department of Economics and Statistics, University of Siena, Siena, Italy.
National research evaluation systems impact researcher behavior. Italy
Area of Science:
- Bibliometrics and Scientometrics
- Science Policy and Research Evaluation
Background:
- Global research evaluation systems increasingly use quantitative indicators to assess researcher performance.
- The behavioral effects of these evaluation systems on researchers remain largely unexamined.
Purpose of the Study:
- To investigate the impact of national research evaluation systems on researcher behavior.
- To introduce and analyze a novel 'inwardness' indicator to measure scientific self-referentiality.
Main Methods:
- Defined 'inwardness' as the proportion of a country's citations originating domestically versus total citations received.
- Conducted a comparative trend analysis of inwardness for G10 countries (2000-2016).
- Examined the correlation between inwardness trends and the implementation of national bibliometric evaluation policies.
Main Results:
- Observed a significant increase in Italian inwardness post-2011, coinciding with new bibliometric regulations.
- Italy exhibited the highest global inwardness and lowest international collaboration rates among G10 nations.
- This trend suggests strategic citation practices, including self-citation and citation clubs, within the Italian scientific community.
Conclusions:
- National evaluation systems can significantly shape scientific community behavior and citation practices.
- The Italian case provides critical insights into the constitutive effects of evaluation metrics in science policy.
- This study offers a potential paradigm for understanding indicator use in science-policy debates.
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