Bibliographic record
Abstract
This essay seeks to provide an alternative perspective of Great Britain’s involvement in the abolition of the Ottoman slave trade during the 19th and 20th centuries. Contemporary scholars often cite Britain’s involvement in the abolition of Ottoman slavery as a means of establishing moral superiority on the world stage. While there is some validity to this, a critical analysis of Britain’s motives towards abolishing the Ottoman slave trade reveals Britain’s vast economic, political, and territorial interests obtained from Ottoman abolition. Britain conquered vast regions in East and North Africa such as Egypt and Sudan which justified these conquests as necessary in the fight against slavery while simultaneously profiting from these regions through colonization and legitimate trade. Not only would Britain hinder the Ottoman slave trade through such territorial acquisitions, but they would simultaneously control and monitor strategic economic zones such as the Red Sea, Tunisia, the Persian Gulf, and the Gulf of Aden. While Britain is often portrayed as the morally superior emancipator and the Ottomans as the inferior enslavers, Britain’s facade of moral superiority is tainted when considering their ulterior motives.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.013 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.000 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".