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Record W4392967666 · doi:10.1177/13505076241236341

Against mastery: Epistemic decolonizing in the margins of the Business School

2024· article· en· W4392967666 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.

Bibliographic record

VenueManagement Learning · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicAfrican cultural and philosophical studies
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsEpistemologySociologyPedagogyPhilosophy

Abstract

fetched live from OpenAlex

In this provocation, I argue that epistemic decolonizing is an opposition to the Master promulgator of knowledge, the Western/Eurocentric epistemic subject position. This epistemic refusal of mastery can only happen in the margins of the Business School, and as such, it is always an unfinished project whose incompleteness should be celebrated. To develop my argument, I proceed in three steps. First, I conceptualize the Business School as a postcolony , that is, a realm of extended epistemic domination rooted in the institution’s colonial historical role. Second, I suggest an alternative understanding of the margins not only rooted in spatiality, location, or identity but as a specific minoritarian epistemic position against mastery within the postcolony. These margins are not stable and immutable but relational , constantly being made, re-made, transformed, and negotiated. They are the location for an affirmative, generative and imaginative ongoing sabotage of epistemic domination. Finally, I offer that epistemic decolonizing as a minoritarian engagement, is unavoidably incomplete, unfinished, and unfinishable as knowledge always already exists and is always already weaved from a multiplicity of entangled historical, cultural, political, and disciplinary threads.

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 score0.671
Threshold uncertainty score0.369

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 head0.024
GPT teacher head0.274
Teacher spread0.250 · 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