Varieties of state commitment to higher education since 1945: toward a comparative-historical social science of postsecondary expansion
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
We provide a framework for integrating sociological and political-historical approaches to the worldwide expansion of higher education in the twentieth century. Doing so enables scholars and policymakers to better identify variation across place and time in how the provision of higher education has been rendered culturally meaningful and politically feasible. We identify three conceptions of state commitment to higher education: as a national asset, a citizen right, and a commodity. The conceptions are not mutually exclusive and can simultaneously animate national cultures and politics. We also suggest a novel periodization of global higher education history from 1945 to the present. Our work serves as an introduction to the seven other articles in this special issue, which consider the twentieth-century evolution of higher education politics and policies in Canada, France, Germany, Luxembourg, Sweden, the United Kingdom, and USSR/Russia.
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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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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