ART AND POLITICS IN CENTRAL ASIA AT THE BEGINNING OF THE 16TH CENTURY
Bibliographic record
Abstract
The period of Alisher Navoi (1441-1501) and the cultural activities of the court of Sultan Husayn Bayqara (1438-1506) are among the most documented sources in history, and skilled bookbinders, calligraphers and gilders, miniaturists and painters created unique works of art in the court library of that time. The article reveals the process of cultural development under the leadership of Alisher Navoi and Abdurrahman Jami (1414-1492) in Herat in the second half of the 15th century, the reasons for its transformation into the center of Eastern Islam, intensive cultural events in the palace. However, the conquest of Transoxiana and Khorasan by the Uzbek Khan Muhammad Shaibani Khan in the first half of the 16th century due to the collapse of the Timurid Empire did not mean the end of the cultural traditions strengthened by Navai and Jami.
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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 | 0.002 | 0.003 |
| Science and technology studies | 0.010 | 0.012 |
| Scholarly communication | 0.007 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| 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".