On the front and at home: women in the modern Ottoman epic
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
Changes in gender roles are related to larger developments in the spheres of social modernization and discipline. As Ottoman society evolved into a nation through the nineteenth century, women's roles in contemporary epic literature were reassigned to domestic life, showing them protecting the hinterland and nurturing younger generations in order to satisfy the state's growing need for manpower. Gradually, Ottoman women lost whatever autonomy they may have had over their bodies, and their status vis-à-vis the state was redefined. This article examines the female characters in modern Ottoman epic literature so as to explore the reflections in this literature of the social and political transformations that occurred during the last quarter of the nineteenth century. It aims to reveal the ways in which heroic female figures created before or at the beginning of the autocratic reign of Abdülhamid II (r. 1876–1909) changed into domestic characters as the social skeleton of the regime became apparent.
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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 | 0.001 | 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 | 0.001 | 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