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
Abstract Is higher education a right, or a privilege? The author argues that all citizens in a free and open society should have an unconditional right to higher education. Such an education should be costless for the individual and open to everyone regardless of talent. A readiness and willingness to learn should be the only qualification. It should offer opportunities that benefit citizens with different interests and goals in life. And it should aim, as its foundational moral purpose, to help citizens from all walks of life live better, freer lives. Using concepts and ideas from liberal political philosophy, the author argues that access to educational goods and services is something to which all citizens have a right over a full life. Such goods, it is argued, play a key role in helping citizens realize self-determined goals. Higher education should therefore be understood as a basic social institution responsible for ensuring that all citizens can access such “autonomy-supporting” goods. The book examines the implications of this justification of the right to higher education for questions of educational justice, political authority, distributive justice, civic education, and personal autonomy.
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 | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.026 | 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