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
To judge from Greek literary sources, to be wounded in the back was shameful, for it connoted that the victim had failed to stand firm in battle and turned to flight. It is of interest, therefore, to survey the numerous representations of battle on Attic red-figure vases to see whether this negative aspect is manifest in the visual realm. It transpires that there is no consistent effort by Athenian vase-painters to imbue back wounds with a pejorative or negative aspect, even when a clearly identifiable enemy is depicted. Much more striking, however, is a clear distinction between deaths on and off the battlefield, and it is with the latter that we may observe a negative presentation of death. À en juger par les sources littéraires grecques, le fait d’être blessé au dos était honteux, parce qu’il révélait que la victime avait failli à rester ferme dans la bataille et qu’elle s’était retournée pour fuir. Cependant, il est intéressant de parcourir les nombreuses représentations de batailles sur les vases attiques à figure rouge, pour voir si cet aspect négatif est manifeste dans le domaine visuel. Il apparaît qu’il n’y a pas d’effort conséquent de la part des peintres athéniens pour associer les blessures au dos avec un aspect péjoratif ou négatif, et ce, même si un ennemi clairement identifiable est représenté. Beaucoup plus frappante, en fait, est la claire distinction entre les morts sur et hors du champ de bataille; c’est avec ces derniers que nous pouvons observer une présentation négative de la mort.
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 | 0.001 | 0.009 |
| 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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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