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
Late antique philosophy grew out of the mé'lange of cultures and traditions flourishing during the Augustan pax Romana. It took its quintessential attributes in the pressures besetting the late Roman Empire, and it quietly came to an end when the Mediterranean no longer linked but divided the shores it washed, becoming a barrier separating the Islamic Abbasids, the Byzantines and the Frankish empire. According to the church historian Eusebius of Caesarea, when the long period of republican civil strife found its resolution in the principate of Augustus, 'old dissensions' and 'national' boundaries disappeared, and ideas then spread easily throughout an empire at peace. Eusebius was referring to Christianity, of course. Numenius, Apuleius' contemporary, even more vividly represents philosophical trends under the Antonines. The failure of the persecution to turn Romans against Christianity shifted power away from the group favouring sacrifice, and provided favourable conditions, not only for the rise of Constantine, but for the empire's acceptance of Christian rule.
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 | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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