Quality Assurance or Election Fodder? The Politics of Teacher Testing in Ontario, 1999 - 2003
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
A commitment to mandatory teacher testing formed part of the victorious Conservative government’s platform in the Ontario provincial election of 1999. For the next four years it sought to implement the controversial policy, over the objections of the organized teacher federations. Caught in the middle was the fledgling Ontario College of Teachers, which was used by the government to implement a policy opposed by its own membership. The two most contentious aspects of the teacher-testing program were a qualifying test for prospective new teachers, and mandatory recertification for veteran instructors. After four years, the program was only partially in place. Working behind the scenes, the teachers helped to defeat the government at the next general election.Whatever the motivation for the initial policy – public accountability or crass electioneering – a confrontational implementation led to its ultimate demise.
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 | 0.003 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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