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Record W1805173991 · doi:10.1080/21568235.2015.1099453

Vocation or vocational? Reviewing European Union education and mobility structures

2015· article· en· W1805173991 on OpenAlexaff
Amelia Hadfield, Robert Summerby‐Murray

Bibliographic record

VenueEuropean Journal of Higher Education · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Educational Policies and Reforms
Canadian institutionsSaint Mary's University
Fundersnot available
KeywordsErasmus+European unionEmployabilityVocational educationEuropean integrationHigher educationIdentity (music)Political scienceSociologyEuropean debt crisisPublic relationsEconomic growthPedagogyEconomicsEconomic policyLaw

Abstract

fetched live from OpenAlex

This article examines the role that education plays in European Union (EU) integration. We ask whether efforts which historically have been designed to endow European students with a ‘knowledge of Europe’ in terms of an understanding of culture, politics and sensibility have been circumscribed by, or augmented, by the recently inaugurated Europe of Knowledge project. We argue that the renowned Erasmus mobility programme, a flagship of European higher education innovation, may, in light of critical challenges to the Eurozone and the EU project, be recasting itself along its initial 1987 objectives: enhancing a sense of European identity amongst participating exchange students while endowing them with transferrable skills designed to strengthen current weaknesses in the European internal market. We suggest that the initial, integration-fostering, identity-building goals of Erasmus concomitant with ‘growing a Union’, have since 2009 and in the continuation of the Eurozone financial crisis, been progressively replaced by the acquisition of transferable skills necessary to boost employability and drive economic recovery through enhanced labour mobility. As the majority of European labour markets struggle to regain their momentum, we question whether European students participating in the Erasmus programme emerge as merely ‘skilled’ rather than ‘schooled’ in a wider knowledge of Europe intended by the programme's founders. Surveying students regarding their perceptions of European and national identities, this article concludes that education through mobility remains a highly significant and viable means of constructing and reconstructing identity and European integration, even in a time of economic crisis.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.009
Threshold uncertainty score0.034

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0060.013
Science and technology studies0.0020.005
Scholarly communication0.0050.008
Open science0.0010.003
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0050.001

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 head0.053
GPT teacher head0.368
Teacher spread0.315 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreReview

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

Citations6
Published2015
Admission routes1
Has abstractyes

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