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Record W2341960122

International University Partnerships in Contemporary Cambodian Higher Education

2015· dissertation· en· W2341960122 on OpenAlexfundno aff
Phirom Leng

Bibliographic record

VenueTSpace (University of Toronto) · 2015
Typedissertation
Languageen
FieldSocial Sciences
TopicCambodian History and Society
Canadian institutionsnot available
FundersOffice of International Science and EngineeringUniversity of Toronto
KeywordsPolitical scienceHigher educationLibrary scienceSociologyComputer science
DOInot available

Abstract

fetched live from OpenAlex

This thesis explores the issue of power relationships in international partnership programs between Cambodian universities and universities in France, the United States, Japan and South Korea, two decades after Cambodia began to be reintegrated into the regional and international communities in the early 1990s. In particular, it examines how far each of the four cases is characterized by mutuality. The cosmopolitan concept of mutuality - made up of equity, autonomy, solidarity and participation - is adopted as the theoretical framework. The study follows a qualitative case study research design, with interviews as the primary method of data collection. The findings have revealed that although in decline in recent years, French-Cambodian university partnerships over the last two decades have been supported by the French government, whose primary purpose is to promote French culture and language in Cambodia. American-Cambodian university partnerships have taken place on a relatively small scale, with modest support from American aid agencies. Clearly, the US has shown limited interest in Cambodia, other than spreading such concepts as liberal democracy and neo-liberalism in the country. Cambodian university partnerships with Japanese and Korean universities have recently expanded and have been seen to be tied to the increased economic activities of both countries in Cambodia. Most international partnerships between Cambodian universities and their French, American and Japanese counterparts manifested each aspect of mutuality to some degree. In those programs, academicians from both sides had already built close relationships with each other before moving to establish a formal institutional agreement. By comparison, the degree of mutuality varied among Cambodian-Korean university partnerships, mostly newly established with few prior people-initiated connections. The findings suggest not only the greater maturity in the international experience of French, American and Japanese universities, as opposed to South Korean universities, but also the significant role of human agency and culture in international academic activities.

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)0.004
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: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.012
Threshold uncertainty score0.063

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0090.007
Scholarly communication0.0070.005
Open science0.0010.010
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0070.000

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 head0.072
GPT teacher head0.318
Teacher spread0.246 · 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

Citations1
Published2015
Admission routes1
Has abstractyes

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