Citation analysis may severely underestimate the impact of clinical research as compared to basic research
Nees Jan van Eck, and Ludo Waltman, and Anthony F. J. van Raan, and, Robert J. M. Klautz, and Wilco C. Peul

TL;DR
Citation analysis in medical research often underestimates the impact of clinical intervention studies compared to basic research due to differing citation practices, which current bibliometric indicators fail to adequately account for.
Contribution
A visualization methodology is introduced to reveal and compare citation practices across different medical research areas, highlighting biases in impact assessment.
Findings
Large differences in citation practices exist between research areas within medical fields.
Clinical intervention research tends to have lower citation impact than basic and diagnostic research.
Popular bibliometric indicators do not account for field and within-field citation heterogeneity.
Abstract
Background: Citation analysis has become an important tool for research performance assessment in the medical sciences. However, different areas of medical research may have considerably different citation practices, even within the same medical field. Because of this, it is unclear to what extent citation-based bibliometric indicators allow for valid comparisons between research units active in different areas of medical research. Methodology: A visualization methodology is introduced that reveals differences in citation practices between medical research areas. The methodology extracts terms from the titles and abstracts of a large collection of publications and uses these terms to visualize the structure of a medical field and to indicate how research areas within this field differ from each other in their average citation impact. Results: Visualizations are provided for 32…
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