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
Abstract: The Alexander Romance takes Alexander to Italy and to Carthage, synchronizing him with the First Punic War. It represents the Alexandrian perspective, commenting on Ptolemaic interests through Alexander's character. This interpretation adds to the recognized Ptolemaic elements in the AR and sheds new light on an event of the First Punic War. Réesumé: Le Roman d'Alexandre emmène Alexandre en Italie et à Carthage, ce qui le place dans le cadre de la première guerre punique. Les événements sont présentés du point de vue alexandrinà travers le personnage d'Alexandre, qui représente les intérêts ptolémaïques. Cette interprétation ajoute un élément ptolémaïque de plus à ceux déjà identifiés dans le Roman et éclaire sous un nouveau jour l'un des épisodes de la première guerre punique.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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