Educational value is not private! : defending the concept of public education
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
The privatization of K-12 education in Canada is not new. The public and private sectors feel like natural elements of the Canadian education system because they have existed side by side since confederation. However, this thesis challenges that tradition and argues that private education undermines collective responsibility for education as a shared, public good by catering to private interests and isolating students from the public realm. Not only does private education reinforce the likelihood of socio-economic stratification, but the concept of a “public good” is increasingly destabilized as social services like education are privatized. Why, then, does the privatization of K-12 education continue to be an insignificant political issue in Canada? This question is particularly pertinent at a time when neoliberalism is in full swing in the United States, and all the time more apparent in Canada. Neoliberalism’s emphasis on the precedence of economic ideals over concerns for social welfare and democratic participation has transformed the way that we understand “value”. Drawing on a broad range of scholars including Charles Taylor, Richard Pildes, Janice Gross Stein, Henry Giroux, Francois-Lyotard and Michel Foucault, this thesis argues that the values involved in the very concept of private education reinforce, and are reinforced by, neoliberal views about the place of the individual within society, and that these values are detrimental to the concern for education as shared, public good.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
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