Bibliographic record
Abstract
Classical rhetorical discourse staked its claim for pedagogical authority on the basis of a string of ideas first and most memorably articulated by Isocrates - that speech is the capacity which, distinguishing human from beast, enables men to live harmoniously in communities, according to nature; that speaking well is thus the summit of human endeavor, helping to establish the rule of law and uphold just government; and consequently, that training in eloquence is the best education, transforming that which makes us human into the stuff of near-divine excellence ( aretē ). This, the essence of Isocrates’ rhetorical theory, became the model apologia for later writers, notably Cicero, who sought an ethical basis for their configuration of education around rhetorical training. Centuries later, Isocrates’ thought inspired the early modern European revival of classical pedagogy, engendered at a time when political and economic upheavals rendered it necessary to redefine the goal of education as creating active citizens rather than, as before, nobles, professionals, or priests. The gist of his claim seems prima facie easy to dismiss. If the political community is the natural setting for the morally good life, as classical thinkers tend to agree, then moral judgment must be a key element in political action. But what exactly does learning to speak well have to do with learning to be good, let alone learning to apply moral goodness to deliberation regarding good action? It is precisely on this point that Plato inaugurates the long battle between what he calls “philosophy” and “rhetoric,” both terms whose early contours owe much to Platonic usage.
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 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.005 | 0.033 |
| Scholarly communication | 0.011 | 0.008 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.005 | 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".