Bibliographic record
Abstract
Does the liberal state have a role in helping mature citizens make worthwhile educational choices? The question has clear relevance for the aims of higher education in a liberal democratic society. As systems of higher education internationalize, it has become difficult for liberal states to steer high education policy in directions that serve civic interests. This is, in part, because political liberalism imposes restrictions on what one might call directive educational authority: the power to direct citizens toward specific kinds of knowledge, understanding and skills in the interests of making their lives better. This restriction follows from the view that citizens have the capacity to make thier own decisions about how best to live, including decisions about the kind of education they need. My aim in this paper is to make the case for a more direct role for the state in promoting a good life through higher education. In particular, I argue that the liberal state’s obligation to promote autonomy across its citizenry confers legitimate educational authority over post-compulsory, as well as compulsory, education. This argument affirms the State’s educational obligations to citizens beyond a basic or compulsory education. Getting in the way of this affirmation, however, is an overly restrictive account of educational authority that occludes these obligations under the guise of respect for autonomy. Accordingly, in making my case I propose an autonomy-based account educational authority derived from Joseph Raz’s Service Conception, defending this account against the charge that such authority is illegitimately paternalistic.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.037 |
| Scholarly communication | 0.005 | 0.004 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".