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Record W4409864817 · doi:10.37602/ijrehc.2025.6232

THE BOOK AS A PEDAGOGICAL TOOL: TRANSFORMATION AND EVOLUTION IN THE DIGITAL AGE

2025· article· en· W4409864817 on OpenAlexaff
APOSTOLOS KARAOULAS

Bibliographic record

VenueInternational Journal of Research in Education Humanities and Commerce · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicDigital Games and Media
Canadian institutionsEducation and Early Childhood Development
Fundersnot available
KeywordsTransformation (genetics)Digital transformationComputer scienceSociologyWorld Wide WebBiology

Abstract

fetched live from OpenAlex

The continuous advancement of artificial intelligence and augmented reality has introduced new dynamics into the field of education, influencing both learning processes and educational practices. The book, as a traditional medium of learning, finds itself at the center of this transformation. Although the comprehension of digital technologies and the integration of artificial intelligence pose the challenge of the book's potential displacement, the relationship is more complex. Contemporary educational approaches suggest that the book is not being replaced but rather transformed into a component of the learning experience. An examination of the changing role of the book reveals that, while artificial intelligence enables the creation of more personalized and adaptive learning experiences, the book remains a crucial tool for developing critical thinking and the ability to evaluate information. Despite the increasing availability of technological support, the book does not lose its relevance but instead assumes a different role in the educational process, enhancing learners’ capacity to interact with knowledge in a more targeted and individualized manner. Research indicates that the integration of digital tools does not displace the printed book; rather, it positions both within a dynamic collaboration, where the need for different media depends on the demands of the learning process. Physical interaction with a book offers value that digital media cannot fully replicate, such as enhanced concentration and deeper comprehension of content. A qualitative analysis of the literature and contemporary trends in educational technology reveals a tendency toward coexistence and collaboration between printed and digital books, aiming to create an educational framework that leverages the potential of both media. In the future, the book remains a vital learning tool, embedded within a broader educational system that combines traditional and modern means, allowing for a more holistic learning experience.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.765
Threshold uncertainty score0.868

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.135
GPT teacher head0.469
Teacher spread0.334 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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