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
This paper defends a neorepublican account of civic virtue as consisting of stable traits of character, understood in broadly Aristotelian terms, that exhibit excellences associated with the role of citizen, and that contribute to the secure protection of freedom as non-domination. Such an account is important for the neorepublican project because neither laws nor social norms can yield reliable support for republican freedom without a parallel input from civic virtue. The paper emphasizes the need to distinguish civic virtue from desirable norms, which can operate in tandem. Against other neorepublican accounts of civic virtue, it argues that the primary function of such virtue is not to support the stability of republican regimes. Rather, it has a corrective function, and may in fact challenge institutions, laws, and informal norms if they allow for the exercise of arbitrary power. Finally, the paper argues that this account of civic virtue is better positioned than a stability-focused account to shed light on the relationship between civic virtue and the common good.
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 | 0.010 |
| 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 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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