Bibliographic record
Abstract
The world of Islam in the seventh century AD, witnessed the rise and fall of the Ayyubids the Mamluks in Egypt; Therefore, one of the most important periods of the history of Islam is leaving the Mamluk era, an era when slaves and fighters, using military capabilities could with the expulsion of the Crusaders from the Mediterranean and prevent the encroachment of the Mongols in Egypt and the Levant, political sovereignty and international seize Mediterranean East and trade and economic relations and to monopolize.At the beginning of the Mamluks and Kipchak Turks than among the northern Black Sea coast and later came the Mongol refugees and people of other races; Often, Greeks, Kurds and Circassians and sometimes even number of Europeans among the population and minorities were proprietary.At the founding of strength, Mamluk Baybars and his successors was the protégé, how was hereditary succession just the first step of the government, Bahri Mamluks were called in between( 846-487)the ruling.Baybars using ideology and diplomacy have political ties and the subsequent exchanges and trade and economic relations with European countries and with other regional powers to establish and maintain This is due to the strategic location of Egypt and the Levant, the Mediterranean ring interface between West and East, was considered to be strong.The second rule of the Mamluks.Kind tower or Circassians called Mansour Qalawun with the strength and power that separated themselves from the navy branch and by relying on the force of Circassians could take power, began, and how the power of the strongest power.In this period because of the absence of formidable foes, economics and business was booming double and conquered Cyprus, which became more spreads between security and trade routes) 487-329 (ruled 329 years coincided with the invasion of the Ottomans in Egypt were This paper is to analyze and study the political and economic situation Bahri Mamluks and go and study the impact of business activities and policies Mamluk rulers; similarities and differences tens findings economic policies they express findings Keywords: Bahri Mamluks, Mamluk Barry, economic policy, differences and similarities.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.001 |
| Insufficient payload (model declined to judge) | 0.976 | 0.972 |
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; the direct Gemma label and the distilled Codex classifier agree on what is shown here.
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".