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
Herodotus’ Histories begin in earnest with Lydia and the infamous tale of the fall of Candaules and the rise of the Mermnad dynasty under Gyges. Yet, for all that Gyges was evidently a transformational figure in Lydian history and, through the story of his usurpation of the throne from Candaules, came to occupy a prominent place in the received memory of the Lydian world, Herodotus tells us very little about Gyges himself or his reign. Chapters 1.13–14 tell us about the role of the Delphic oracle in legitimizing the rule of Gyges in Lydia, as well as his lavish dedications at Delphi, in which he set a precedent followed by Alyattes and Croesus, the more notable among his successors. Yet, the remainder of his reign is summarized in less than one sentence: ‘He sent an army to Miletus and Smyrna as soon as he took power, and seized the citadel of Colophon, but no other great deed was done by him during his thirty-eight year reign … ’.
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 | 0.001 | 0.001 |
| 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