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Record W4293463317 · doi:10.1111/glob.12397

Intra‐company transfers: The government/corporate interface in the United Kingdom

2022· article· en· W4293463317 on OpenAlex

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

VenueGlobal Networks · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicMigration and Labor Dynamics
Canadian institutionsnot available
Fundersnot available
KeywordsMultinational corporationImmigrationGovernment (linguistics)BrexitQuarter (Canadian coin)KingdomPoliticsElement (criminal law)Immigration policyBusinessEconomicsLabour economicsPolitical scienceInternational tradeGeographyFinanceEuropean union

Abstract

fetched live from OpenAlex

Abstract This paper explores the role of intra‐company transfers in the United Kingdom government's labour immigration policy over the last quarter century. It demonstrates their role in determining the number of non‐European Economic Area foreigners working in the country and examines the way policy, both generally and specifically, has developed. It presents new statistical data and uses that evidence to examine the interplay between the government and multinational corporations in the determination of a significant element of foreign labour immigration. Its findings demonstrate that intra‐company transfers have consistently played a major role in the management of UK labour immigration with a small number of occupations and countries of origin characterizing the system at various times. It concludes that the system has operated through a symbiotic relationship between government and major companies to the mutual benefit of both. However, ‘Brexit’ and the COVID‐19 pandemic are leading to reassessment of political and corporate objectives.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.709
Threshold uncertainty score0.986

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0010.000
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 head0.283
Teacher spread0.251 · 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