How to Write a Bibliometric-Assisted Critical Review: From Science Mapping to Critical Synthesis

Bibliometric analysis is widely used to map scientific fields, identify influential publications, and visualize thematic structures, but maps, rankings, and network clusters cannot by themselves produce a scientifically critical review. This article proposes the Bibliometric-Assisted Critical Review (BACR) framework as a writing-oriented conceptual and pedagogical model for authors, doctoral researchers, supervisors, and reviewers working with large and heterogeneous literatures. BACR is presented as a methodological framework and authoring heuristic, not as an empirical study, a new reporting standard, or a substitute for systematic reviews, scoping reviews, meta-analyses, or conventional bibliometric reviews. The framework distinguishes a broad bibliometric corpus from a narrower critical reading corpus and explains how bibliometric signals can be translated into reading decisions, appraisal questions, synthesis moves, and transparent reporting practices. Its practical outputs include a nine-phase writing process, a bibliometric-to-critical translation matrix, a critical appraisal template, a worked mini-example, a recommended manuscript architecture, a preliminary checklist, and a table of common errors. BACR is intended to help authors use science mapping to strengthen, rather than replace, close reading and critical synthesis. The framework is still preliminary and needs to be adapted to specific fields, tested through pilot applications, and validated.

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Journal
Sci
Published
2026-07-27
DOI
https://doi.org/10.3390/sci8080181
Primary Topic
scientometrics and bibliometrics research
Type
article
Field-Weighted Citation Impact
0.00

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article

How to Write a Bibliometric-Assisted Critical Review: From Science Mapping to Critical Synthesis

Mihail Kolev
Sci
scientometrics and bibliometrics research
article

How to Write a Bibliometric-Assisted Critical Review: From Science Mapping to Critical Synthesis

Mihail Kolev
article en

Abstract

Bibliometric analysis is widely used to map scientific fields, identify influential publications, and visualize thematic structures, but maps, rankings, and network clusters cannot by themselves produce a scientifically critical review. This article proposes the Bibliometric-Assisted Critical Review (BACR) framework as a writing-oriented conceptual and pedagogical model for authors, doctoral researchers, supervisors, and reviewers working with large and heterogeneous literatures. BACR is presented as a methodological framework and authoring heuristic, not as an empirical study, a new reporting standard, or a substitute for systematic reviews, scoping reviews, meta-analyses, or conventional bibliometric reviews. The framework distinguishes a broad bibliometric corpus from a narrower critical reading corpus and explains how bibliometric signals can be translated into reading decisions, appraisal questions, synthesis moves, and transparent reporting practices. Its practical outputs include a nine-phase writing process, a bibliometric-to-critical translation matrix, a critical appraisal template, a worked mini-example, a recommended manuscript architecture, a preliminary checklist, and a table of common errors. BACR is intended to help authors use science mapping to strengthen, rather than replace, close reading and critical synthesis. The framework is still preliminary and needs to be adapted to specific fields, tested through pilot applications, and validated.

SciVol. 8(8)
Bulgarian Academy of Sciences (BG), Institute of Metal Science, Equipment and Technologies (BG), Sofia University "St. Kliment Ohridski" (BG)
Bulgarian National Science Fund
Quality Education
Openalex Percentile: Top 7%
scientometrics and bibliometrics research
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How to Write a Bibliometric-Assisted Critical Review: From Science Mapping to Critical Synthesis — Mihail Kolev · Sci (2026) | TGRS Research Map | TGRS