Review Essay: The Status of the Visual in Byzantine Culture: On Some Recent Developments in Byzantine Art History
Bibliographic record
Abstract
The impression given by art history surveys and civilisation courses can often be that Byzantine art is 'flat, flat figures on gold, gold ground.' Take, for instance, the ninth-century mosaic over the imperial door in the narthex of that quintessential Byzantine monument, Hagia Sophia, in Istanbul: Christ is seated on a lyre-backed throne, blessing with his right hand and holding a book open with his left. To either side are roundels containing bust portraits of two members of his celestial court, the Virgin Mary (or the Theotokos, or the Bearer of God, to use proper Orthodox designation) and an angel (Gabriel? Michael?); while the angel gazes sternly out at the viewer, the Virgin turns to the figure of Christ with hands outstretched in a gesture of supplication. Set off in their roundels, these two figures belong to a different field of activity from the fourth participant in this image, the figure of an emperor (identifiable through dress and headgear) kneeling abjectly to Christ's right and below the figure of the Theotokos.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.007 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.006 | 0.005 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.003 | 0.002 |
| Insufficient payload (model declined to judge) | 0.012 | 0.003 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".