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Record W4410260511 · doi:10.1353/ces.2025.a960310

The Instrumentalization of French-Speaking Immigration in Canada Within a Colonial and Economistic Approach: A Critical Discourse Analysis

2025· article· en· W4410260511 on OpenAlexvenueaboutno aff
Anne-Cécile Delaisse, Suzanne Huot, Nathalie Piquemal, Leyla Sall

Bibliographic record

VenueCanadian ethnic studies · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCanadian Identity and History
Canadian institutionsnot available
Fundersnot available
KeywordsCritical discourse analysisImmigrationColonialismSociologyPolitical scienceEthnologyPoliticsIdeologyLaw

Abstract

fetched live from OpenAlex

Abstract: Since the early 2000s, immigration has been a key issue for Francophone minority communities. Several studies indicate that a gap exists between discourses open to immigration and practices leading to exclusion. However, this article questions the so-called ‘openness’ of discourses on Francophone immigration. As part of a larger ethnographic study using multiple methods, we analyzed 87 documents produced by selected governmental and non-governmental authorities since 2010 in relation to Francophone immigration. Our findings show that discourses on Francophone immigration: a) are part of the broader colonial and economistic approach of Canadian immigration policies, b) present diversity as a challenge and c) do not centre immigrants’ voice. These power dynamics already present in these discourses likely hinder the implementation of inclusive practices at the community scale. Résumé: Depuis le début des années 2000, l’immigration est un enjeu clé pour les communautés francoph-ones en situation minoritaire (CFSM). Plusieurs recherches indiquent qu’un décalage existe entre des discours ouverts à l’immigration et des pratiques menant à de l’exclusion. Cependant, cet article remet en question la soi-disant « ouverture » des discours sur l’immigration francophone. Dans le cadre d’une étude ethnographique plus large utilisant diverses méthodes, nous avons analysé 87 documents produits par plusieurs autorités gouvernementales et non gouvernementales depuis 2010, en lien avec l’immigration francophone. Nos résultats indiquent que les discours sur l’immigration francophone a) s’inscrivent dans l’approche coloniale et économiciste de l’immigration canadienne plus large, b) présentent la diversité comme un défi et c) prennent peu en compte la voix des immigrants. Ces dynamiques de pouvoir déjà présentes dans les discours ne facilitent sans doute pas la mise en place de pratiques inclusives à l’échelle communautaire.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.711
Threshold uncertainty score1.000

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 studies0.0010.001
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 head0.041
GPT teacher head0.333
Teacher spread0.291 · 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 designObservational
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

Citations4
Published2025
Admission routes2
Has abstractyes

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