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Record W3168338674 · doi:10.3384/rela.2000-7426.3360

Beyond the trinity of gender, race, and class: Further exploring intersectionality in adult education

2021· article· en· W3168338674 on OpenAlexaffabout
Cindy L. Hanson, Amber J. Fletcher

Bibliographic record

VenueEuropean Journal for Research on the Education and Learning of Adults · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicSociology and Education Studies
Canadian institutionsUniversity of Regina
Fundersnot available
KeywordsIntersectionalityRace (biology)Gender studiesAdult educationClass (philosophy)SociologyPedagogy

Abstract

fetched live from OpenAlex

Research exploring the gendered dimensions of adult learning has blossomed in the past two decades. Despite this trend, intersectional approaches in adult learning, research, and teaching remain limited primarily to the intersection of gender, race, and class. Meanwhile, intersectionality theories are more diverse, and include discussions of social structures, geographies, and histories that serve to build richer, nuanced descriptions of how privilege and oppression are experienced. Because the purpose of intersectionality is to understand how social identities and positions are constructed and to challenge the structures of power that oppress particular social groups, this approach is important for feminist and social justice educators. We, the Canadian authors of this manuscript, posit that adult education should move beyond intersectionality that focuses only on the trinity of gender + race + class to consider the other inequalities and the true complexities of representation and collective identities. By exploring literature in feminism, adult education, and intersectionality, we illustrate a gap at the core of adult education for social justice. We draw upon two examples of national research with and by the Canadian Research Institute for the Advancement of Women to illustrate how intersectionality is understood and works in practice. (DIPF/Orig.)

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)0.014
metaresearch head score (Gemma)0.011
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 score0.041
Threshold uncertainty score0.082

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.011
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.003
Science and technology studies0.0140.035
Scholarly communication0.0140.017
Open science0.0020.018
Research integrity0.0010.004
Insufficient payload (model declined to judge)0.0050.000

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 head0.261
GPT teacher head0.466
Teacher spread0.206 · 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

Citations13
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueEuropean Journal for Research on the Education and Learning of AdultsSame topicSociology and Education StudiesFrench-language works237,207