Influence of the Tourism Business on the Facades of Townhouses in the Case of Hanoi′s Ancient Quarter
Bibliographic record
Abstract
The Hanoi ancient quarter is a district with 1,000 years of history, which has grown rapidly in recent years as an international tourism destination with its historical townscape as a tourism resource. Consequently, the business types have shifted toward tourism and with that town houses are being rebuilt and renovated, thereby changing the townscape. Surveys of changes to the townscape were conducted from 2003 through 2015 to grasp the actual conditions and causes of the changes, and to clarify the impact on the townscape. Among those, this paper analyzes data from 2003 and 2006 as the initial change, and reaches the following findings.1) Not only is the tourism industry spreading, but also tourism shops are expanding to upper floors.2) Rebuilding, renovation, and other changes with an impact on the townscape are taking place along with the shift of business type to the tourism industry.3) Many of the rebuilding projects are for conversions into hotels.
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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 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".