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
Higher education is a field of study. It does not have an integral cognate discipline that defines its extent and borders. Contributions to understanding higher education come from, among others, sociologists, historians, political theorists, economists and students of science policy and cultural studies. These were the disciplines whose exponents were assembled by Burton Clark in UCLA to summarise for a wider audience the contributions their disciplines were making to scholarship and research into higher education in the early 1980s. This paper reviews these disciplinary approaches and Clark's reactions to them in the light of later developments in higher education and its study. It concludes by claiming that the contributors showed remarkable prescience in identifying many of the main developments in higher education studies over the following quarter of a century. It also asserts that although there has been a huge expansion in higher education studies since then, and they now have all the attributes of an academically respectable field of study throughout the world, they remain dependent on their foundation disciplines for their intellectual rigour.
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) | 0.005 | 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