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Record W4410519419 · doi:10.37602/ijrehc.2025.6310

ILLITERACY AND LITERACY IN EUROPEAN EDUCATIONAL HISTORY: FROM SOCIAL CHALLENGE TO CULTURAL RECONSTRUCTION

2025· article· en· W4410519419 on OpenAlexaff
APOSTOLOS KARAOULAS

Bibliographic record

VenueInternational Journal of Research in Education Humanities and Commerce · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicHistorical Education and Society
Canadian institutionsEducation and Early Childhood Development
Fundersnot available
KeywordsFunctional illiteracyLiteracySociologyLiteracy educationPedagogyPolitical science

Abstract

fetched live from OpenAlex

The study of illiteracy and literacy within European educational history highlights key developments and the ever-evolving challenges that shape educational policies, while also revealing the complex nature of illiteracy in contemporary society. The need to adapt education to social, cultural, and technological transformations has led to the recognition of new forms of literacy that go beyond the traditional understanding of reading and writing skills, expanding the competencies required for full participation in a constantly evolving society. Since the early decades of the 20th century, education in Europe has recognized that illiteracy is not limited to basic reading and writing abilities but is closely linked to social and cultural inequalities that restrict access to educational opportunities and active participation in social life. The ongoing progress in EU educational policies aimed at promoting social inclusion and universal education demonstrates positive steps being taken; however, disparities remain pronounced and call for new strategies to address them. Education is thus called upon to act as a tool for cultural recognition and social inclusion, fostering critical thinking and active citizenship. In the 21st century, the need for intercultural awareness and the ongoing advancement of technological developments emerges as critical factors in the development of all forms of literacy. Despite significant progress, structural contradictions persist, underscoring the need for social, political, and cultural transformations in educational policy to ensure genuine inclusion and equality for all citizens. This article examines the strategies developed in different historical periods to combat illiteracy and enhance literacy, focusing on social inclusion and the overcoming of barriers arising from cultural and social differences, while also highlighting the difficulty of eliminating structural inequalities that persist within European educational models.

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)0.001
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 score0.773
Threshold uncertainty score0.600

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0000.001
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 head0.133
GPT teacher head0.469
Teacher spread0.335 · 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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