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
Heracles' image in antiquity is notoriously kaleidoscopic. Comedy represented him as a gluttonous buffoon, and myth made no secret of the brutal violence of many of his exploits. On the other hand, Pindar exalts him as a superlative figure who enforced the nomos of the gods, while Prodicus in a famous myth makes Heracles a supreme example of commendable conduct, a youth who chooses the path of Virtue over the path of Vice out of his own free will. This image of a moralized Heracles soon took root in the Greek imagination, and a whole host of Greek thinkers (Isocrates, Antisthenes, Diogenes the Cynic, and Plutarch, to name but a few) found in him a perfectly malleable exemplum for their various courses in moral edification. After undergoing a large number of transformations in Roman literature and the Church Fathers, Heracles resurfaces unscathed in the early Renaissance, when we find him again as an already established exemplum virtutis , now a man of letters, now a Christian. It would appear that, despite his multifarious metamorphoses, Heracles remained throughout the centuries essentially what he had been since Prodicus' day: an exemplary figure who undertook extreme toils and gained supreme recompense.
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