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Record W1503877554 · doi:10.1108/17422040610644135

Real or hyper‐real?

2006· article· en· W1503877554 on OpenAlexaff
Martyna Śliwa, Gina Grandy

Bibliographic record

VenueCritical Perspectives on International Business · 2006
Typearticle
Languageen
FieldSocial Sciences
TopicInternational Student and Expatriate Challenges
Canadian institutionsMount Allison University
Fundersnot available
KeywordsOriginalityMainstreamContext (archaeology)CurriculumPedagogySociologyValue (mathematics)Public relationsQualitative researchPsychologySocial sciencePolitical scienceLaw

Abstract

fetched live from OpenAlex

Purpose The purpose of this paper is to take a reflexive look at the cultural experiences of a group of overseas students studying at a business school in the North East of England. The paper uses Baudrillard's work on simulacra and simulation to challenge notions of second culture contact. Design/methodology/approach Using primary (i.e. interviews with 14 students and four staff) and secondary sources the paper investigates second culture contact truths associated with English higher education for a group of overseas students. To capture the richness of individual cultural experiences for these students and staff a qualitative approach in gathering empirical data is adopted. Findings First, it seems the mainstream literature that posits cultures as definable, distinct and measurable entities that can be acquired does not capture the complexity of cultural experiences as revealed by the individuals involved in this study. Second, the findings surface questions about the validity of what educators and students take for granted or perceive as “real” in regards to what it means to “be an English student” and the processes of “becoming an English student”. Third, the findings raise provocative questions about the process, content and context of curriculum to those responsible for developing and marketing international programmes. Practical implications Education as an international business means strategists, marketers and educators alike need to look closer at the way international programmes are developed, marketed and delivered both for viability and ethical reasons. Originality/value Engagement with Baudrillard's work on simulacra and simulation is a playful attempt to see higher education as third‐order simulacra. As an alternative lens in challenging second culture contact it offers interesting and novel insights.

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)0.004
metaresearch head score (Gemma)0.014
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: Theoretical or conceptual
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.033
Threshold uncertainty score0.112

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.014
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0030.013
Scholarly communication0.0140.012
Open science0.0010.007
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0330.010

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 head0.035
GPT teacher head0.379
Teacher spread0.344 · 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 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

Citations10
Published2006
Admission routes1
Has abstractyes

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