Ottoman Woman, Agency and Power: Melek Hanim in Belgrade 1847-1848
Bibliographic record
Abstract
А series of written accounts bу Ottoman and Muslim women appeared in the last quarter of the nineteenth century. Melek Hanim contributed to this corpus of literature with her memoirs, published in two volumes. The first one Thirty Years in the Harem (1872) draws attention with the episode of Melek Hanim stay in Belgrade During 1847/48 she was accompanying her husband Kibrisli Mehmed Emin Pasha on his governor appointment in Belgrade, at the time when Ottoman and Serbian governments were negotiating power over the city. Dedicating the entire chapter to her Belgrade stay, Melek Hanim brought outlook on the city which is an almost unique case of Ottoman woman perspective in written records on Belgrade of the 19th century. The Belgrade episode also brings accounts of her benefactions, business investments and political engagements, revealing more on а position and possibilities for agency of the elite Ottoman women.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.007 | 0.005 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".