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
In this article, I analyze the role the household ( oikos) plays in Isocrates through an exegesis of the author's letters to his erstwhile student and current monarch of Salamis of Cyprus, Nicocles. The monarch's household has a threefold role in the relationship between the elite ruler and his subjects. First, as the locus of his ancestors and their achievements, it offers competitors to Nicocles to be surpassed and a known standard for his subjects to judge their ruler. Second, as the source of the monarch's public outlay, the household is a means by which Nicocles can appear magnificent; at the same time, however, he should be wary lest his subjects judge him ostentatious. Third, Nicocles invites his subjects to judge his conjugal behavior, offering it as evidence of his moderation. I conclude my argument with a challenge to an interpretation of the relationship between the few and the many as a contract; rather, this relationship is better characterized through the metaphor of service ( therapeia) drawn from the household. Isocratean political thought treats private and public domains as continuous with one another, regarding participation in political institutions as neither necessary nor sufficient to achieving good political judgment.
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 | 0.010 | 0.003 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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