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
As a kind of 'raw materialism', we argue that brutalism constitutes a useful analytic or figure with which to delink thinking from under the orthodoxies of educational thinking in the Global North. Our intention in this essay is not to offer yet another concept, critique, solution to, or survey of things gone wrong in the history of education and schooling. We propose that if a 'brutalist turn' is possible in education, it might be thought along two lines of import. The first might pertain to the ways in which infrastructure both orders and informs upon the character of pedagogical life. A second aspect of the brutalist turn might involve a different approach to educational analysis that adopts from the experimental mode of brutalism a host of new strategies for educational thought and practice. While not comprehensive, such strategies might harness the ideas of exposure, desubjectification, and molecular revolution as a fulcrum for relaunching education from under its contemporary lethargy.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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