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
I review my more than 40 years experience with the educational system in (Ontario) Canada, from my days as student to my 2009 dismissal as a tenured physics professor at the University of Ottawa, and conclude that a transformation of the student persona has accompanied the imposed system reforms and that this persona reflects real psychological change towards an increased inability for independent thought and an inability to discern one’s own learning. I argue that both the system reforms and the individual transformations of students are consistent with a pattern towards fascism occurring in a global disruptive and predatory economic hierarchy during rising economic power-coalescence. The nature of my political dismissal for attempting to resist the reforms – including an abrupt laboratory lockout, intimidations and firing of graduate students and a junior researcher, forceful police arrests of students and of a professor for participating in a public campus event, disregarding due process, and the recently proven hiring of a journalism student as “agent of University Legal Counsel” to perform extensive covert surveillance (from 2006 to 2008) – is also an indicator of emergent fascism.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.000 | 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