Bibliographic record
Abstract
As higher education’s role as a center of critical thought and civic engagement is devalued, society is being transformed into a “spectacular space of consumption” and financial looting. Not only does the assault on society by neoliberalism reinforce the worse dimensions of casino capitalism in its role of recognizing exchange value as the only type of value, but it has also produced a politics of cruelty and disposability in which the poisonous elements of exclusion, racism, and the injuries of class have become normalized. One consequence is an ongoing flight from social responsibilities, a denigration of those considered other, and a fullfledged attack on the critical function of higher education. At stake here are not only the meaning and purpose of higher education, but also civil society, politics, and the fate of democracy itself. This article examines those forces all across North America that are both protesting state terrorism and neoliberal barbarism but also those forces of resistance marching in order to have their voices heard as part of the promise of a radical democracy along with the arrangements that give it and them a meaningful and just life. Education is dangerous because it offers young people and other actors the promise of racial and economic justice, a future in which democracy becomes inclusive, and a dream in which all lives matter. Universities should be subversive in a healthy society; they should push against the grain, and give voice to the voiceless, the unmentionable, and the whispers of truth that haunt the apostles of unchecked power and wealth.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.016 | 0.048 |
| Scholarly communication | 0.010 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".