MétaCan
Menu
Back to cohort
Record W3118313365 · doi:10.22452/jati.vol25no2.10

CAPITALISING ON THE STRENGTHS OF INTERNATIONAL BRANCH CAMPUSES IN MALAYSIAN TRANSNATIONAL HIGHER EDUCATION LANDSCAPE

2020· article· en· W3118313365 on OpenAlexaboutno aff
Aiman Rashad, Mazlan Majid, Thirunaukarasu Subramaniam

Bibliographic record

VenueJournal of Southeast Asian Studies · 2020
Typearticle
Languageen
FieldSocial Sciences
TopicEducation and Islamic Studies
Canadian institutionsnot available
FundersUniversiti Malaya
KeywordsHigher educationPolitical scienceAccreditationGovernment (linguistics)BlueprintChinaInternational educationInternationalizationGlobalizationPublic administrationEconomic growthTourismPublic relationsBusinessInternational tradeEngineeringEconomics

Abstract

fetched live from OpenAlex

Recently, the Malaysian government announced the possibility of establishing a Japanese university's branch campus in Malaysia. The most likely candidate for the first Japanese university to pave the way to Malaysia is Tsukuba University. It is part of the Look East Policy 2.0 revived by the previous Malaysian Prime Minister, Tun Mahathir Mohamad. Before this, many universities from abroad have set up various forms of transnational higher education (TNHE) in Malaysia, including from countries such as Australia, Canada, United Kingdom, United States of America and China. The Malaysian Government in her Malaysian Education Blueprint 2015-2025 (Higher Education) (Ministry of Education Malaysia, 2015) indicates that it intends to increase international students to 250,000 by 2025 to strengthen its position as an international higher education hub. Malaysia has acquired various strengths, opportunities and experience based on its past track record, which prove that this task is not monumental. This paper explores the strengths and opportunities that Malaysia has acquired and accumulated to enhance its capabilities as an international higher education hub to achieve the internationalisation goal by delineating the sustainability aspect of the transnational higher education plan in Malaysia. Malaysia, through the establishment of the IBCs, has identified various strengths involving TNHE. Those strengths include regional education hub, ability to attract a large pool of international students, capitalising on the power of the MQF, self-accreditation status given to TNHEs, cost advantage and education tourism potential. Keywords: transnational higher education, international branch campus, regional education hub, globalisation, Malaysia

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)0.003
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.014
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0060.004
Scholarly communication0.0140.008
Open science0.0010.014
Research integrity0.0010.003
Insufficient payload (model declined to judge)0.0080.002

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 head0.042
GPT teacher head0.342
Teacher spread0.300 · 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 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

Citations4
Published2020
Admission routes1
Has abstractyes

Explore more

Same venueJournal of Southeast Asian StudiesSame topicEducation and Islamic StudiesFrench-language works237,207