Influence of the Tourism Business on the Facades of Townhouses in the Case of Hanoi′s Ancient Quarter
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
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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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it