Higher Education Reform: Looking Back – Looking Forward
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
Contents: Pavel Zgaga/Ulrich Teichler/Hans G. Schuetze/Andra Wolter: Reforming Higher Education for a Changing World - Ulrich Teichler: The Future of Higher Education: A View Reflecting the State and the Tasks of Higher Education Research - Peter Scott: Mass to Market Higher Education Systems: New Transitions or False Dawn? - Pavel Zgaga: How to Gain Global Connectivity While Retaining Respect for Local Variations? A Reflection on Higher Education Reforms in South-east Europe - Hans G. Schuetze: Introductory Note - Marek Kwiek: Reforming European Universities: The Welfare State as a Missing Context - Shinichi Yamamoto: Higher Education Reform: Why Did It Start and Has It Ended? An Analysis of the Japanese Case - W. James Jacob/John N. Hawkins: Trends in Chinese Higher Education: Opportunities and Challenges - Andra Wolter: Massification and Diversity: Has the Expansion of Higher Education Led to a Changing Composition of the Student Body? European and German Evidence - Rolf von Lude: Academic Freedom under Pressure: From Collegial Governance to New Managerialism - Rosalind M. O. Pritchard: Academic Values and English Higher Education - William Bruneau: Five Defences of Academic Freedom in North American Higher Education - German Alvarez-Mendiola/Mitzi Danae Morales Montes: Trends in Private Higher Education in Mexico - Wietse de Vriesand/German Alvarez-Mendiola: Can Reform Policies be Reformed? An Analysis of the Evaluation of Academics in Mexico - Hans G. Schuetze: Private Higher Education in Canada and the United States: Development, Reform, and Likely Futures - Ulrich Teichler: After Decades of Declamation: Higher Education on the Move towards Lifelong Learning? - Anna Spexard: Higher Education and Lifelong Learning in the 21st Century: Policies and the Current State of Realization in Europe - Maria Slowey: Intergenerational Equality and Higher Education: Towards an Age-Friendly Higher Education? - Andra Wolter: Opening up Higher Education for New Target Groups in Germany: A Case Study for the Development of University Lifelong Learning - Maureen W. McClure: MOOCs: Hype or Hope? Conflicting Narratives in Higher Education Policy.
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 | 0.002 |
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