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.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.037 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| 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".