The Transformation of Global Higher Education, 1945-2015
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 book explores some of the major forces and changes in higher education across the world between 1945 and 2015. This includes the explosions of higher education institutions and enrollments, a development captured by the notion of massification. There were also profound shifts in the financing and economic role of higher education reflected in the processes of privatization of universities and curricula realignments to meet the shifting demands of the economy. Moreover, the systems of knowledge production, organization, dissemination, and consumption, as well as the disciplinary architecture of knowledge underwent significant changes. Internationalization emerged as one of the defining features of higher education, which engendered new modes, rationales, and practices of collaboration, competition, comparison, and commercialization. External and internal pressures for accountability and higher educationâs value proposition intensified, which fueled struggles over access, affordability, relevance, and outcomes that found expression in the quality assurance movement. .
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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