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 article explores reading as both an act of interpretation and an act of resistance in an age in which neoliberalism undercuts the possibility of contemplation, critical thought and collective action. The article makes a case for reading as a practice that engages historical memory, a slowing down of time, a comprehensive understanding of politics, and as a precondition for individual and collective agency. Giroux argues that against a numbing indifference to the rise of fascism in the United States, it is hard to imagine a more urgent moment for developing a language of critique and possibility that would serve to awaken our critical and imaginative senses and help free us from the tyrannical nightmare that has descended upon the United States under the rule of Donald Trump. In an age of social isolation; information overflow; a culture of immediacy, consumer glut and spectacularized violence; reading critical books and other representational texts coupled with thinking analytically remain necessary if we are to take seriously the notion that a radical democracy cannot exist or be defended without informed and engaged citizens.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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