Contribution of Society and Owners of Buildings in Conservation of Architectural Heritage in the Arab World. (Case Study: “Rawdat Sudair, Saudi Arabia”)
Bibliographic record
Abstract
This research aims to study the experience of local people in conserving architectural heritage and to benefit from that in preserving other historical sites. The need for this study is important because: Conservation of cultural and architectural heritage is not merely a government responsibility. The participation of local people in architectural conservation has many benefits. Motivating people to preserve architectural heritage is the responsibility of cultural and educational bodies. The study discusses historical architectural sites in Saudi Arabia. It concentrates on the inhabitants' and owners' role in the conservation of architectural heritage, since, nowadays most of the historical sites were taken care of by the governments. The tools of this research are better than the previous working methods, because, previous models neglect the inhabitants' and owners' role in the conservation of architectural heritage, Methods of this study include literature review, site visits, and interviews with inhabitants and visitors of the Case Study. It also includes site visits to similar historical sites, lectures highlighting the importance of architectural heritage to improve public awareness and to motivate people to take part in the conservation of architectural heritage. The study found conserving, preserving, or rehabilitating traditional buildings cannot be the duty of the owner only or the responsibility of the governments alone.
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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 | 0.001 | 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 | 0.009 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.005 | 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".