Bibliographic record
Abstract
Liberal democracies afford their citizens the opportunity to reflect seriously upon the perennial questions of politics and the fundamental alternatives. However, an unfortunate trend, indeed observable in both practical politics and the social sciences, has seen political philosophy largely supplanted by ideology, the co-opting of philosophic thought for partisan ends. Political philosophy is the serious reflection upon and inquiry into the core theme of political thought and practice: the best way to live and the regime that conduces to it. This paper seeks to demonstrate by example the possibility of preserving the serious study of political questions by challenging the dominant scholarly interpretation of Plato’s political philosophy as presenting the philosopher king as the solution to the political problem. By offering some cursory remarks on Plato’s Apology and Republic in order to suggest that philosophic rule is not a serious prescription for political action, this paper argues that Plato’s aim is not to propose a doctrine but to compel us to reflect on the nature of politics, the permanent political questions, and the fundamental alternatives available to the human condition.
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 | 0.004 | 0.007 |
| 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 | 0.035 |
| Scholarly communication | 0.006 | 0.008 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.005 | 0.009 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".