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Record W1842318179 · doi:10.1177/1468796815577702

Skills to build the nation: The ideology of ‘Canadian experience’ and nationalism in global knowledge regime

2015· article· en· W1842318179 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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.
fundA Canadian funder is recorded on the work.
aboutThe title or abstract carries a Canadian signal from the geographic lexicon.

Bibliographic record

VenueEthnicities · 2015
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsUniversity of Toronto
FundersUniversity of Toronto
KeywordsIdeologyNationalismNational identityImmigrationSociologyScholarshipPolitical economyCONTESTGender studiesPolitical scienceProsperityLawPolitics

Abstract

fetched live from OpenAlex

Skilled immigrant professionals are being aggressively recruited by once-exclusionary Western nation-states as crucial for their long-term national prosperity. Recent scholarship reads this as a rupturing of national identity and national membership due to the instrumental concerns of a global knowledge regime. In contrast, this paper argues that the welcome extended to skilled immigrants is provisional on their potential to secure nation-states’ interests in knowledge economies. Drawing on recent Canadian skilled labour policies, this paper shows how Canadian/Western experience is ideologically constructed as essential for immigrant professionals to succeed in the Canadian labour market. I argue that such a move enables the simultaneous functions of a ‘proactive state’, procuring necessary immigrant labour and a ‘defensive state’, shoring up the traditional, historically and culturally formed imagination of the nation. These contradictory functions of the state are anchored on a racialized discourse of skill, in which immigrants are typically cast as lacking, redeemable only through Canadian/Western education/training. I read this as a conditional welcome. Reinstating the contested figure of the Canadian as the desirable worker subject is how the nation form reasserts itself when identity-based nationalism is ideologically untenable and practically unsustainable. I thus contest the argument that national identity and national membership are decoupled in the context of the global race for skills, and instead welcome a dialogue between scholarships on skilled immigration and nationalism to facilitate better understanding of the enactment of nationalist ideologies in the site of the high skilled labour market.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.809
Threshold uncertainty score0.676

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 studies0.0000.000
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 head0.052
GPT teacher head0.355
Teacher spread0.303 · 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