Reasons and Results of Social and Physical Changes in Traditional Mosul Houses Between 2014-2023
Bibliographic record
Abstract
The research deals with the cultural heritage of the old city of Mosul and the importance of conserving it.It aims to measure the extent of the changes in the social and physical structure due to the war. it comes from a doctoral dissertation on the concept of conservation.The research adopts a descriptive-analytical approach to collecting and analyzing information from the site visit, conducting a field survey represented by personal interviews with families, and conducting a questionnaire prepared for this purpose.In addition to documenting a heritage house, they were elected according to specific conditions and collected data on the physical structure.The research concluded by diagnosing many criteria related to the social structure and measuring the extent of the changes that occurred in it, in addition to discussing the impact of changes in the social structure, extracting their repercussions on the physical structure, and measuring the extent of the changes in the architectural characteristics that occurred in the heritage houses.It was concluded that the change in the social structure due to wars and the lack of awareness of methods of architectural preservation of cultural heritage leads to changes in the physical structure of residential homes, which in turn is reflected in the city's cultural identity.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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".