Depictions of Women in the Works of Early Byzantine Historians and Chroniclers
Bibliographic record
Abstract
• The aim of this article is to highlight the ways in which women were represented in Byzantine historical works from the sixth to the ninth centuries. These are probably the best sources for a comprehensive understanding of Byzantine society, since they are more vivid, more related to literature than the law codes or archival documents, and less biased than the clergy’s writings. Like “Barbarians,” women were thought to be inferior, irrational, highly emotional, and unable to control their impulses. Byzantine women did not seem to have an identity of their own; they were always thought to be a reflection of a male. Byzantine authors believed that the normal behavior for women was to remain secluded in their houses, but when they actually presented individual women, these were almost always those who did not confine themselves to women’s quarters. A woman’s main avenue of entering written history was to behave like a man, renouncing her gender and acting in an independent manner.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.004 | 0.003 |
| Science and technology studies | 0.018 | 0.017 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".