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Record W4410712468 · doi:10.69760/portuni.0104002

The role of English in shaping contemporary French academic vocabulary: a sociolinguistic analysis

2025· article· en· W4410712468 on OpenAlexaboutno aff
Mahsati Asgarova

Bibliographic record

VenuePorta Universorum · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicLinguistics and Discourse Analysis
Canadian institutionsnot available
Fundersnot available
KeywordsLinguisticsVocabularyEnglish vocabularySociologyPsychologyPhilosophy

Abstract

fetched live from OpenAlex

This study investigates how English influences the formation of academic French vocabulary in the field of education across Francophone regions (France, Canada, Belgium, Switzerland, and West Africa). We review sociolinguistic and policy literature on lexical borrowing and language globalization and compile data on English‐derived terms and semantic anglicisms in educational discourse. Using a mixed-methods approach, we analyze examples of English borrowings (e.g. e-learning, MOOC, coaching, manager) drawn from curricula, academic publications and media, and compare usage across different Francophone contexts. We also consider attitudes toward anglicisms (e.g. survey data from Quebec students). Our results show that English has supplied numerous new terms in educational French, sometimes with adapted meanings. For instance, notions like e-learning (fr. formation en ligne) or manager (fr. gestionnaire) appear widely, reflecting globalized pedagogy. Semantic shifts are common (e.g. Fr. support in education vs. Eng. support). English borrowings remain pervasive despite language laws: France’s Toubon Law (1994) officially bans Anglicisms in legislation, yet English terms persist in academic contexts; in Québec, Bill 101 (1977) and Institut nounformulations (e.g. courriel for “email”) explicitly resist English influence. A literature review and corpus analysis (with sample data tables) reveal trends in English‐origin terminology, adaptations, and regional variation. We discuss how globalization drives lexical borrowing, and how language policy and community attitudes mediate the impact of English on French academic lexicon. Findings suggest that English borrowings in education are likely to grow, as scholars note they have become “necessary in modern French”. These insights inform language planners and educators about the dynamics of anglicisms in Francophone higher education.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.005
Version: metacan-v3-hybrid-931329e0061cValidation 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 score0.133
Threshold uncertainty score0.264

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.003
Science and technology studies0.0030.003
Scholarly communication0.0040.003
Open science0.0010.002
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0030.000

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 head0.025
GPT teacher head0.261
Teacher spread0.236 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
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

Citations1
Published2025
Admission routes1
Has abstractyes

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