Hanoi Old Quarter: Craft Streets, Architectural Heritage, and Socio-Economic-Cultural Characteristics
Bibliographic record
Abstract
Hanoi’s Old Quarter is perhaps one of the most famous tourist destinations in both Hanoi and Vietnam. For foreigners and many Vietnamese people, the Old Quarter often brings to mind vibrant commercial activities, distinctive street food, and unique architectural works. However, these are merely the visible aspects of a much deeper reality: in fact, the value of the Old Quarter goes far beyond that. Essentially, the Old Quarter is a rare heritage site in both Vietnam and the world, having existed continuously for over a thousand years. It serves as a 'living museum' of Hanoi - preserving the city's historical memories and distinctive cultural values - while consistently playing the role of a dynamic 'economic engine' of the capital throughout its long history. In this context, the article argues that, with its globally outstanding values, Hanoi’s Old Quarter - together with the Thăng Long Imperial Citadel - contributes to shaping the identity of a world-class urban heritage site: the Thăng Long - Hanoi city.
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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 | 0.002 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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".