War, Rebellion and Epic in Byzantine North Africa
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
In around 550 the Latin poet Corippus composed his epic Iohannis to celebrate the forgotten wars of a Byzantine general against the 'Moorish' or 'Berber' peoples of North Africa. This book explores the rich narrative of that poem and the changing political, social and cultural environment within which he worked. It reappraises the dramatic first decades of Byzantine North Africa (533-550) and discusses the ethnography of Moorish Africa, the diplomatic and military history of the imperial administration, and the religious transformations (both Christian and 'pagan') of this period. By considering the Iohannis as a political text, it sheds new light on the continued importance of poetry and literature on the southern fringes of imperial power, and presents a model for reading epic as a historical source. This title is part of the Flip it Open Programme and may also be available Open Access. Check our website Cambridge Core for details.
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