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
This study is focused on urban tissues in ancient quarter and old quarter of Hanoi from the viewpoint of typo-morphology. I suggest that the unique urban landscape of Old Hanoi has its origins in deep and narrow lot. The tectonic form and the characteristics of four urban tissues, composed of deep and narrow lots, can be summarized as followings. First, although the construction system and program were changed, deep and narrow lot maintains its influence on the morphology of urban tissue. The morphological homogeneity and dynamics of old Hanoi result from the continuance of lots and the fluctuation of buildings' forms. Second, on the deep and narrow lot, the keen competitions to face the street coexists with the tensions to the deep inside. Despite the morphological change of each lot, the liveliness are continued on the surface layer of buildings. Third, the formative process of deep and narrow lot can distinguish into two patterns. One is the deep and narrow lot that was made by extending to inside from the streets. The other is the deep and narrow lot that were divided into pertinent width after fixing an outline of a block. The former is of the traditional urban tissue, and the latter is of the modern urban tissue.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 0.008 |
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