Anti-oppression Education
Bibliographic record
Abstract
Abstract Throughout history, education systems have operated as a primary mode of socialization wherein students are invited to learn about the world around them by way of dominant narratives that define what is “normal” and “commonsense.” To that end, schooling bifurcates the “normal” from the “Other,” ascribing power to one and over the other. Both explicit and implicit curricula reinforce hegemonic ideologies and serve to reproduce social structures of power through racism, sexism, coloniality, homophobia, ableism, transphobia, and more. Despite the insistence of pedagogical and curricular neutrality, schools are places in which bodies and knowledge are perpetually regulated. As a result of the unequal power dynamic between teachers and students, educators regularly participate in the transmission of hegemonic ideologies and values in their practices. Anti-oppression education (AOE) refers to the mobilizing of pedagogy, curricula, and policymaking to work against the modes of oppression that operate within and outside of schools. Specifically, AOE is concerned with challenging the normalization of inequities at the nexus of race, sex, gender, ability, place of origin, et cetera. Drawing on critical theories, including queer theory, intersectional feminism, and critical race theory, AOE captures numerous pedagogical practices that attend to the social construction of knowledge and consider alternative ways of being, thinking, and doing. In that way, AOE not only seeks to disrupt the repetitions of discursive violence and the material inequities that result from systemic oppression but also aims to reimagine the purpose of schooling altogether as a means for transformation and liberation. Despite waves of political resistance in Canada and the United States that demonize AOE praxis as left-wing radicalism, there remains a need to further examine the role that anti-oppressive practices can play in transforming education systems and improving the well-being of students, staff, and school communities.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.005 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.001 | 0.010 |
| Research integrity | 0.002 | 0.006 |
| Insufficient payload (model declined to judge) | 0.040 | 0.007 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".