Software tools for conducting bibliometric analysis in science: An up-to-date review

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Conflicts of Interest

Identified Weaknesses

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Paper Summary

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Bibliometrics: So Many Tools, So Little Time (To Choose)!

This paper reviews a wide range of software tools and libraries for bibliometric analysis, covering data sources, performance analysis, science mapping, and visualization. It categorizes tools and provides comparative analyses to highlight differences in database support, pre-processing capabilities, and analytical features, concluding that no single tool is universally best, and the choice depends on the specific needs of the analysis.

Possible Conflicts of Interest

None identified

Identified Weaknesses

Lack of Systematic Selection Process

The review lacks a systematic approach to identifying and selecting the tools included. There's no clear methodology described for how the tools were chosen, which raises questions about the comprehensiveness and potential biases of the review.

Superficial Tool Evaluation

The evaluation of the tools is somewhat superficial, relying mostly on stated features rather than in-depth testing or comparisons. More rigorous benchmarks or use case demonstrations would strengthen the evaluation.

Limited Temporal Scope

The temporal scope of the review is limited. It provides an "up-to-date" overview at a specific point in time, but software tools in this domain evolve rapidly. The information may quickly become outdated.

Rating Explanation

This review paper provides a useful overview of a large number of bibliometric analysis tools. Although it suffers from some methodological limitations, particularly in terms of tool selection and evaluation, it offers a valuable resource for researchers looking to navigate the complex landscape of bibliometric software. The breadth of coverage and the comparative tables are its strengths.

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