MétaCan
Menu
Back to cohort
Record W2990287653 · doi:10.1386/tjtm_00003_1

The relational work of international teachers: A case study of a Sino-foreign school

2019· article· en· W2990287653 on OpenAlex
Alex Kostogriz, Gary Bonar

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueTransitions Journal of Transient Migration · 2019
Typearticle
Languageen
FieldSocial Sciences
TopicGlobal Education and Multiculturalism
Canadian institutionsnot available
Fundersnot available
KeywordsCurriculumPedagogyContext (archaeology)WorkforceWork (physics)SociologyDual (grammatical number)Professional developmentMathematics educationPolitical sciencePsychologyEngineeringGeographyLinguistics

Abstract

fetched live from OpenAlex

Abstract In the context of a rapid expansion of 'internationalized' schools around the world, and the subsequent demands for a teaching workforce, teachers are increasingly on the move. It is, however, no longer sufficient to represent international teacher mobility merely as a movement of predominantly English-speaking teachers who can deliver American, British, Canadian or Australian curricula. The increase in schools that offer bilingual and dual curricula has resulted in the mobility of local teachers who work alongside English-speaking ones. Although these schools are attractive to many international and local teachers, they also present certain professional, cultural and linguistic challenges. Drawing on the theory of practice architectures, this article identifies and discusses the relational tensions between foreign and local teachers as they grapple to build a new professional culture of collaboration – one that demands the transformation of dispositions, professional knowledge, actions and judgements to 'fit in' to the internationalized school.

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.

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)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation 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 score0.034
Threshold uncertainty score0.213

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.033
GPT teacher head0.328
Teacher spread0.295 · 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