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This is a Bibliometric Analysis study.

Unveiling 50 years of librarianship research: An innovative study using unsupervised AI techniques

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Analysis reveals trends in social sciences and information literacy in librarianship, suggesting gaps in professional identity and competency.

Digital transformation has shaped librarianship research trends over the past five decades, uncovering significant themes.
Bibliometric analysis indicated that 93% of publications focused on Social Sciences, highlighting information literacy's prominence.
The approach utilized unsupervised AI techniques with Python implementations like LDA, revealing thematic shifts since 2010.
Major gaps in research on professional identity and education competencies were identified, indicating areas for future exploration.

Aslan et al. (2025) studied this question.

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Analysis reveals trends in social sciences and information literacy in librarianship, suggesting gaps in professional identity and competency.