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
For liberal political philosophers the notion of ‘reasonableness’ has provided a moral and legal standard for judging the acceptability and, by extension, legitimacy of government behaviour. In order for a government directive to constitute a legitimate obligation on citizens, it must be compatible with the dictates of reason and treat all citizens in a reasonable manner. Arguably, such an approach achieves its most powerful presentation (to date, at least) in the theories of ‘political’ liberals, who typically assert that reasonableness must be the ‘final court of appeal’ in relation to decisions concerning matters of public import – i.e., those that place demands upon all citizens of the polity. According to political liberals, only by adopting and maintaining a governance framework that assigns primacy to reasonableness is it possible to obtain and preserve the desired protection against the abuse of political power. The purpose of this essay is to offer a brief review of the ‘reasonableness’ paradigm promoted by political liberals (in particular), and in the course of doing so, identify and assess a number of difficulties that would seem to undermine its ability to achieve its stated goal.
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 | 0.001 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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