Reclaiming Cairo's downtown district: Contesting the nineteenth- and early twentieth-century European Quarter
Bibliographic record
Abstract
This paper examines the contested spatiality within Cairo's European Quarter in relation to various heritage inventories, official urban conservation approaches, real estate activities and local peoples' interests. It explores restoration and rehabilitation within Cairo's downtown which involved pedestrianisation of public spaces and architectural conservation and adaptive reuse of belle-époque buildings. Informal discussions and in-depth interviews were administered within the Stock Exchange Quarter with both primary stakeholders (local residents, shop owners, street vendors, urban youth) and secondary stakeholder agencies (local municipality, planners, entrepreneurs and a local NGO). Official rehabilitation has favoured more technical aspects of restoration of belle-époque buildings for future tourism, rather than enhancing the area's socio-cultural characteristics. The prohibition against community reuse of some buildings is a major barrier to rehabilitation. The paper advocates heritage management to safeguard Cairo's European Quarter which integrates everyday community activities with new commercial uses and tourism functions, so perpetuating the built environment heritage and involving grass-roots cooperation between local stakeholder groups.
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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 | 0.002 |
| Science and technology studies | 0.003 | 0.005 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".