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
The classical tradition opens with an epic of war and speech. The fighting in the Iliad is interleaved with talk that decisively influences both its course and its significance to those involved. These two facets of heroic life underlie the syllabus which Peleus prescribed to Achilles' tutor, Phoenix: "You were a child, with no knowledge yet of leveling war or of debate, where men win distinction. So he sent me out to teach you all these things, to make you a speaker of words and a doer of deeds" (9.440–43). Achilles later acknowledges that he has not learned these two lessons equally well: "I, a man without equal … in war, though there are others better skilled at debate" (18.105f.). He is right: the catastrophic consequences of his mishandling of the assembly in book 1 show why skilled speech was important. It is no surprise that Peleus thought this skill worth learning; that he thought it could be taught foreshadows a distinctive feature of later Greco-Roman culture.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| 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