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Record W3118359610 · doi:10.26522/ssj.v14i2.2206

Re-placing “Place” in Internationalised Higher Education: Reflections from Aotearoa New Zealand

2021· article· en· W3118359610 on OpenAlexvenueno aff
Vivienne Anderson, Zoë Bristowe

Bibliographic record

VenueStudies in Social Justice · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsnot available
Fundersnot available
KeywordsAotearoaInternationalizationContext (archaeology)Pacific islandersSociologyPolitical scienceGender studiesHistoryAnthropologyEthnic groupArchaeology

Abstract

fetched live from OpenAlex

Aotearoa New Zealand is a small, island nation located on the rim of Oceania. Since colonisation by British settlers in the mid-1800s, the internationalisation of higher education (HE) in Aotearoa New Zealand has reflected shifting notions of nationhood – from an extension of Great Britain, to a (separate) bicultural nation, to a player in the global knowledge economy. Since the late 1980s, internationalisation policy has reflected the primacy of market concerns; the internationalisation of HE has been imagined primarily as a means to attract export revenue and human capital to Aotearoa New Zealand, and to increase brand recognition. However, internationalisation, as the movement of people and knowledge between places, can also be seen as pre-dating the development of nations, particularly in the Oceania context.Within mātauranga Māori, or Māori (indigenous) epistemological traditions, place is central to identity. To be human is to be part of something bigger than oneself; care for the land is care both for ancestors and the wellbeing of future generations. In this paper, we (re)consider internationalised HE in light of three questions that are central to mātauranga Māori: “Who am I? What is this world that I exist in? What am I to do?” (Royal, 2012, p. 35). After tracing the connections between internationalisation, colonisation, and nationhood in Aotearoa New Zealand,we consider how attention to Māori place-based epistemologies and values drawn from mātauranga Māori might challenge, stretch and ground contemporary internationalisation policies and practices in Aotearoa New Zealand.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.313
Threshold uncertainty score0.985

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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 head0.124
GPT teacher head0.471
Teacher spread0.347 · 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 teacher head, 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

Citations6
Published2021
Admission routes1
Has abstractyes

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