Higher Education, Globalization and the Critical Emergence of Diversity
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
Complex, risk-generating and predicament-laden patterns of global interdependence pose significant imperatives for radically reframing the purposes and provision of higher education. Changes already ongoing in higher education reflect and respond to global dynamics that are intensifying interdependence and, at the same time, deepening inequalities both within and among societies. Recognizing this is to recognize the need to question whether the arcs of change in higher education should remain passively entrained with globalization-driven magnifications and multiplications of difference, or whether higher education can and should play a unique and critical role in reorienting the dynamics of global interdependence. This paper argues that if current trends toward both institutional and epistemic differentiation can be inflected toward enhancing diversification—rather than mere variation—21st-century higher education can come to serve as a global relational commons crucial to realizing ever more deeply shared and equitable expressions of global flourishing and public good.
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 | 0.000 | 0.000 |
| 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) | 0.001 | 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 it