Analyses and architectural typology of preserved traditional mosques in the old city of Herat in Afghanistan: the case of Quzzat Quarter
Bibliographic record
Abstract
Abstract The study aims to analyse the architectural typology and determine the period of construction for the preserved traditional mosques of the Quzzat Quarter in the Old City of Herat (known as the Pearl of Khorasan). Twenty-nine mosques are located in the area, three of which are modern and 26 are traditional. Twelve out of the 26 traditional mosques still exist and have preserved their traditional landscape. Using analogy to analyse water cisterns and mosques, we determine when each mosque was developed and establish the period of development for each structure. Further analyses are carried out on the edifices’ architectural details. Architectural analyses and mosque typologies suggest that five buildings were built before the Timurid dynasty; two were built during the Timurid dynasty (1370−1507 CE); and one was built after the Timurid dynasty. Two mosques incorporating elements from different periods are counted as exceptions, and the remaining two are considered to have been built during transitional periods.
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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 | 0.004 | 0.006 |
| Science and technology studies | 0.004 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".