Evolution of Residential Building in Iran based on Organization of space
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
Iranian architecture and urbanism have developed in a historical process based on the different needs of people. The evolution of traditional Iranian architecture and urbanism may be characterized by eight factors: introversion, spatial organization, function of different parts, lifestyle, construction method, communication between houses, climatic conditions, and relationship with nature. In the recent decades, however, Iranian architecture and urbanism have faced a blind imitation of foreign cultures. The majority of modern buildings do not reflect the national identity of Iranian people. This paper investigates the architectural and urban transformation in Iran based on the rearrangement of building spaces. In doing so, the paper explores the development process of major interior and exterior elements such as public entrances, private entrances, kitchens, rooms, yards and open spaces. As a conclusion, while traditional Iranian architecture attempts to preserve the national identity and meet the different needs of Iranian people, the modern architecture is a blind imitation of western cultures.
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 | 0.000 | 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