Is There Room For the Other in a “Modernized” Education?
Bibliographic record
Abstract
The enactment of the Education Modernization Act by the government of Manitoba in early 2021 proposed several structural changes to the governance and delivery of provincial education. The related documents had a strong emphasis on improving the achievement of all students, making them future-ready and strengthening parental involvement. Despite potentially relevant claims of equity and diversity promotion, in this paper we discuss how the government discourse is neither modern nor necessarily better, as it claims to be. Rather, the proposed Education Modernization Act reifies mainstream worldviews and ideas that have been proclaimed since the beginning of the 20th century and which are today empowered by a global neoliberal mindset. We conclude arguing that a non-totalizing response to the Other is a necessary and yet missing disposition in any genuine social justice education.
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 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 | 0.010 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.016 | 0.079 |
| Scholarly communication | 0.018 | 0.015 |
| Open science | 0.002 | 0.011 |
| Research integrity | 0.005 | 0.014 |
| Insufficient payload (model declined to judge) | 0.008 | 0.001 |
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".