Neoliberalism and Ontario Teachers’ Unions: A “Not-So” Common Sense Revolution
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
This paper will critically analyze the degree to which the Ontario government, led by then Premier Mike Harris, embarked on a neoliberal agenda that led to a crisis in Ontario’s educational system. The period from 1995-2000 was one of the most contentious in Ontario’s educational history, and two pieces of legislation, The College of Teachers Act (Bill 31) and the Education Quality Improvement Act (Bill 160), pitted teacher unions, in particular, the Ontario Secondary School Teachers’ Federation (OSSTF) and the Ontario English Catholic Teachers’ Association (OECTA), against the Harris government. Bill 160 led to a ten-day protest by teachers across Ontario, which signaled a dramatic shift in teacher and state relations that marked a crisis period in Ontario’s educational sector.
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 | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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