Qozloq Route (Astrabad to Shahrud) Impact on Economic Developments of the Region (Safavid Course)
Bibliographic record
Abstract
The Qozloq Route was one of the branches of the famous Silk Road in the northeast of Iran, which linked two important and strategic regions of Shahrud and Astrabad. This road constituted rough and smooth paths and was the passage of different nations with different goals. In this context, various cultures have also been published and exchanged in line with the trade of various goods.The presence of different caravansaries around the road indicates its importance and prosperity in the Safavid course, but with all of this, there is little information available on the importance of this route in the existing travel books and historical books. Despite all the inadequacies, in this research, with the descriptive-analytical approach based on the research data, it is concluded that the Qozloq Route has been of great importance in the Safavid course, strategically, and in term of the publication of the culture and prosperity of the economy, and the dynamism of development and awareness.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.018 | 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".