Preserving and Promoting Colonial Architecture
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

 
 
 Da Nang’s urban landscape reveals more than a half century of colonization and French presence on its territory. The buildings carry the imprint of the colonial experience, as they were once considered a symbol of domination, linking Da Nang to the global history of colonization. After years of independence and reconstruction, the public attitude towards French colonial heritage has changed. Despite its roots and historical origins, today, French colonial architecture is engrained into the collective understanding of Da Nang’s urban landscape and has shaped the local visual identity of the urban space. More importantly perhaps, this architectural style contributes to the city’s connection with cultural tourism, an important tool for economic development. As Da Nang is on a path of constant growth, this paper engages with issues around architectural preservation of built colonial heritage, in terms of both the values of preservation, and the challenges it presents for contemporary urban planning.
 
 
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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