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Record W7118456844 · doi:10.48619/gsa.v3i2.a1144

Lessons in Equity

2025· article· en· W7118456844 on OpenAlexaffabout
Anna Augusto Rodrigues

Bibliographic record

VenueWise Thorough / Urban Creativity Journals · 2025
Typearticle
Languageen
FieldSocial Sciences
TopicEducator Training and Historical Pedagogy
Canadian institutionsUniversity of Ontario Institute of Technology
Fundersnot available
KeywordsNarrativeEquity (law)Presentation (obstetrics)Public historyEducational equityPublic education

Abstract

fetched live from OpenAlex

This presentation explores the potential of using public art in history education to address the omissions of the women’s labour movement in contemporary textbooks in Canada. Events of importance in Canadian history associated with women are either superficially mentioned or omitted completely in school textbooks and lessons due to the prevalence of narratives associated with nation-building, which are presented through a colonial, Eurocentric, and patriarchal lens. This study analyzed Canadian public art for themes that provide visibility to the efforts of women in labour movements in Canada. The theoretical framework guiding this study is public pedagogy, an educational theory that looks at teaching and learning outside of traditional educational institutions. Findings show public art has the potential to address the exclusions of the women’s labour movement in current history lessons by providing an alternative visual narrative that is meaningful, relevant and memorable to Canadian learners. By addressing current textbook silences with the use of public art in school, educators can bring awareness to forgotten herstories and create a more complete understanding of important historical narratives that are currently not being taught in Canadian history lessons.

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)0.003
metaresearch head score (Gemma)0.001
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: none
Teacher disagreement score0.797
Threshold uncertainty score0.737

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0030.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.271
GPT teacher head0.516
Teacher spread0.246 · 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.

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

Citations0
Published2025
Admission routes2
Has abstractyes

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