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
The aim of this article is to demonstrate the connections between political history and the use of myth for political purposes at Leptis Magna, birthplace of the African emperor Septimius Severus. The city, capital of the Tripolitanian Emporia in North Africa, was extensively restructured by the emperor and his son, Caracalla, after the civil wars of 193–7 AD. The urban renewal involved the harbour, perhaps very early in 198, and the Eastern area of the city close to the bank of the wadi Lebdah (see figure 1). The inscriptions on the buildings clearly refer to the period of their construction: the Forum Novum Severianum was completed between 202 and 205; the Basilica was built between 209–10 and completed under Caracalla in 215–16; a lead fistula from the Nympheum gives evidence that it was finished in 210. The inscription for the dedication of the tetrapylon arch is missing. This imposing monument on the cross-way between the cardo and the decumanus maximus of the city was the first visible to anyone approaching the city from the hinterland. Scholars now agree in placing its construction around 202–3, during the imperial family's stay in North Africa.
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 | 0.001 |
| 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