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Record W4412507505 · doi:10.37602/ijrehc.2025.6149

UNIVERSITY ASYLUM AS AN INSTITUTION OF FREEDOM, POLITICAL AND SCIENTIFIC INQUIRY

2025· article· en· W4412507505 on OpenAlexaff
APOSTOLOS KARAOULAS

Bibliographic record

VenueInternational Journal of Research in Education Humanities and Commerce · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicAcademic Freedom and Politics
Canadian institutionsEducation and Early Childhood Development
Fundersnot available
KeywordsPoliticsInstitutionAcademic freedomPolitical scienceEngineering ethicsSociologyLawEngineeringHigher education

Abstract

fetched live from OpenAlex

This study analyzes the institution of university asylum as a mechanism for safeguarding academic freedom and scientific inquiry, placing it within the broader context of European educational history. It examines its relationship with the social and ethical dimensions of scientific progress. The study reviews the historical evolution of the institution, focusing on its social and political dimensions during the modern era. At the same time, it highlights the expanding significance of asylum in strengthening freedom of thought and expression within academic institutions, in a world where scientific progress cannot be detached from its ethical dimension. The study explores the contradictions arising from scientific advancements, which often come into conflict with traditional values and ethical principles. It analyzes the need for a balance between the freedom of scientific research and the social responsibilities associated with modern discoveries, based on the historical development of university asylum and its role in the European educational tradition. Through a literature review, the study highlights works that investigate the ethical implications of contemporary scientific and technological innovations, as well as the social safeguards required for their responsible use. By analyzing the political consequences and challenges faced by universities today, the study examines their role as guardians of both freedom and responsibility towards society, emphasizing the need to reinforce ethical boundaries in scientific practices.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.843
Threshold uncertainty score0.858

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.002
Scholarly communication0.0000.000
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 head0.141
GPT teacher head0.463
Teacher spread0.322 · 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 designTheoretical or conceptual
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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