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Record W4412400104 · doi:10.63569/q2zsd456

Learning From ‘Good’ Practice: What Could African [Universities] Possibly Learn From The Bologna Process And European Students’ Mobility?

2014· article· en· W4412400104 on OpenAlexaboutno aff
Chinedu Okeke

Bibliographic record

VenueAfrican Journal of Pedagogy and Curriculum · 2014
Typearticle
Languageen
FieldSocial Sciences
TopicHigher Education Governance and Development
Canadian institutionsnot available
Fundersnot available
KeywordsBologna ProcessProcess (computing)Political scienceMathematics educationHigher educationMedical educationPedagogyPsychologyComputer scienceMedicine

Abstract

fetched live from OpenAlex

In June 1999, European Ministers of Education and representatives of higher education gathered in Bologna, Italy, and agreed to work towards achieving the European Higher Education Area through a package of structural reforms. This move heralded the Bologna Process (BP). Although the BP has been criticized variously across Europe and elsewhere, however, it appears to be the most profound change encountered by European Higher Education in the 21st Century. The Bologna Process has inspired a number of moves towards restructuring of higher education globally, notably in the United States, Canada, Latin America, Southeast Asia, the Caribbean, and the Arab countries. In this paper, the author assesses developments within Africa’s higher education in order to establish in what ways African Higher Education reform initiatives have responded to various global challenges posed by the emergence of the BP. The paper specifically addresses four key questions: i) Has Africa achieved the African Higher Education Area, AHEA? ii) What transparency tools are available within AHEA to enable the interpretation and conversion of academic work from one African country to academic work in another? iii) What mobility frameworks relative to the terms of the BP, are there for the African students? And finally, how does African Union (AU) governments’ commitment to higher education reforms differ from those of the European Union governments? The author emphasises that learning from good practice is a step in the right direction, and therefore concludes that Africa could still maintain her Africanness while adopting the good practices of other regions such as that offered through the Bologna Process. Doing so, would enable Africa to forge a compatible approach towards the positioning of Africa’s higher education to compete with other education systems at the global arena.

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)0.029
metaresearch head score (Gemma)0.027
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: Empirical · Consensus signal: none
Teacher disagreement score0.029
Threshold uncertainty score0.155

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0290.027
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0020.002
Science and technology studies0.0180.061
Scholarly communication0.0290.033
Open science0.0020.019
Research integrity0.0100.009
Insufficient payload (model declined to judge)0.0040.001

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 head0.012
GPT teacher head0.330
Teacher spread0.318 · 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
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
Published2014
Admission routes1
Has abstractyes

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