MétaCan
Menu
Back to cohort
Record W4408934268 · doi:10.1080/02691728.2025.2475461

Reframing Metanarratives on Africa and the Caribbean Through Decolonial Pedagogy: Duoethnography as Embodied Methodology

2025· article· en· W4408934268 on OpenAlexaffabout
Mary Goitom, Shamette Hepburn

Bibliographic record

VenueSocial Epistemology · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicCritical Race Theory in Education
Canadian institutionsYork University
Fundersnot available
KeywordsCognitive reframingEmbodied cognitionSociologyPostcolonialism (international relations)EpistemologyGender studiesPsychologyPhilosophySocial psychology

Abstract

fetched live from OpenAlex

This paper presents the experiences of two educators in the African diaspora in the post-secondary education landscape of Canada who engage in the challenging work of deconstructing colonialism and neo-colonialism within the classroom communities as it concerns students from Continental Africa and the English-speaking Caribbean. This paper employs a duoethnographic methodological framework which is a collaborative research methodology that invites two or more researchers to serve as sites of inquiry. The methodology is utilized as a dialogic process that draws attention to the role of emotional and bodily knowledge in teaching, learning and research processes. This paper also draws on Pohlhaus Jr.’s (2012) insights on dialectical relations of situatedness and interdependence and how their application can influence subjectivity and interpretations of lived experience in a manner that describes how educators can use epistemic resources to unsettle metanarratives of incongruence between ways of knowing among African Continental Peoples and Diasporic Africans. To operationalize decolonial pedagogy, Critical Discourse Analysis (CDA) is employed as a mode of teaching and learning using resources such as concepts, language, text and strategies to support the active engagement in the processes of deconstruction, construction and reconstruction of racial discourses that are abound within Canada’s multicultural milieu.

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)0.012
metaresearch head score (Gemma)0.013
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Methods · Consensus signal: none
Teacher disagreement score0.986
Threshold uncertainty score0.077

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.013
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0040.003
Science and technology studies0.0140.044
Scholarly communication0.0150.009
Open science0.0020.017
Research integrity0.0020.004
Insufficient payload (model declined to judge)0.0040.000

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 head0.069
GPT teacher head0.465
Teacher spread0.396 · 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.

Study designQualitative
Domainnot available
GenreMethods

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

Citations3
Published2025
Admission routes2
Has abstractyes

Explore more

Same venueSocial EpistemologySame topicCritical Race Theory in EducationFrench-language works237,207