Bibliographic record
Abstract
Higher education in many spaces worldwide has been a contested space and therefore marked by student protests against colonialism and its articulations of oppression since formal education was established. In times of social movements and change, protest in the streets also spread to college campuses, sometimes in global waves. The premiere institutions in the United States, the Ivy League, were built almost exclusively using enslaved labor. Both private and public colleges in Canada and the United States and other settler colonies occupy Indigenous lands, severing land from relation to First Peoples through ongoing genocide and erasure. Colonization and totalitarianism have prompted student protests in many regions of the world and at various times in history. Because higher education is itself is a contested space in various nation-states, long-historied traditions of student mobilizations have agitated higher education’s practices borne of occupation, extraction, and exclusivity. Changes in admissions policies, faculty hiring and retention, government support, and curriculum have all been impacted by student mobilizations. These changes have been subject to being tampered down by the sheer bureaucratic weight in higher education, but they have also made important changes in access to the knowledge systems that are taught in college classrooms and the impacts that graduates make beyond their college years. Dating back to the 1600s, student protest and mobilizations have been informed by internal political education that has shaped the design of public pedagogies through the form of protests. In lyrical fashion, student mobilizations, often formed in opposition to the university, have much to teach about collective struggles for freedom that are intertwined with learning.
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 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 | 0.004 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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 teacher head, 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".