Widening Participation Through Alternative Public Schools: A Canadian Example
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
In recent years, the development of the global knowledge economy has rendered post-secondary education necessary for employment and earning potential, with manual labour no longer as prevalent or secure as it once was. Yet, access to post-secondary institutions continues to be stratified based on social class. To support working-class students in obtaining a post-secondary education, some countries have opened alternative public schools geared toward this purpose. This article draws on a Canadian case study of a school for working-class students whose parents do not have any post-secondary education to investigate the discourse surrounding these institutions and their goals. Using a content analysis of newspaper articles and policy documents, I find that while alternative schools certainly have the potential to increase educational attainment amongst working-class students, they may pose significant challenges to working-class identities.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 it