MétaCan
Menu
Back to cohort
Record W4408904321 · doi:10.4324/9781003612612-5

French Language as a Missing Context in Histories of ‘Doing' Business Education in Canada

2025· book-chapter· en· W4408904321 on OpenAlexaboutno aff
Nicholous M. Deal, René Arseneault

Bibliographic record

Venuenot available
Typebook-chapter
Languageen
FieldArts and Humanities
TopicHistorical Linguistics and Language Studies
Canadian institutionsnot available
Fundersnot available
KeywordsContext (archaeology)LinguisticsHistorySociologyPhilosophyArchaeology

Abstract

fetched live from OpenAlex

Developing histories of business schools has long been a staple in the research of management and organization studies (MOS). Until recently, most of the work historicizing these institutions has neglected specific national contexts like Canada. Even within the histories of Canadian business education, there is a missing French perspective. In this chapter, authors advance an understanding of why this neglect of Canada’s second official language exists in the first place and, in the process, problematize the role Anglocentrism has played in business education writ large. They forward a new history of French business education in Canada by offering three narratives from the recent past including: the (mis)representation of the French language across Canadian universities; a disadvantage of French business scholars in mobilizing knowledge in French scholarly outlets; and the prominence and impact of Anglocentrism that presents a conundrum for faculty in French-speaking universities to publish their scholarship in English outlets. Le développement de l’historique des écoles de commerces est depuis longtemps un élément essentiel de la recherche en études de gestion et d’organisation. Jusqu’à récemment, la plupart des travaux d’historisation de ces institutions ont négligé des contextes nationaux spécifiques comme le Canada. Même dans les histoires de l’éducation commerciale au Canada, il manque une perspective française. Ce que nous faisons dans ce chapitre est de faire avancer la compréhension des raisons pour lesquelles cette négligence de la deuxième langue officielle du Canada existe en premier lieu et, dans le processus, de problématiser le rôle que l’anglocentrisme a joué dans l’éducation commerciale au sens large. Nous présentons une nouvelle histoire de l’enseignement des affaires en français au Canada en offrant trois récits du passé récent, notamment: la (mauvaise) représentation de la langue française dans les universités canadiennes; un désavantage des universitaires français en gestion dans la mobilisation des connaissances dans les débouchés universitaires français; et l’importance et l’impact de l’anglocentrisme qui présente une énigme pour les professeurs des universités francophones de publier leurs bourses dans des médias anglophones.

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)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.958
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
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)0.0020.000

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 head0.010
GPT teacher head0.214
Teacher spread0.204 · 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.

Study designNot applicable
Domainnot available
GenreOther

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

Citations0
Published2025
Admission routes1
Has abstractyes

Explore more

Same topicHistorical Linguistics and Language StudiesFrench-language works237,207