Towards Resilience: Energy Efficiency in Urban Communities - Case study of New Borg El Arab City in Alexandria, Egypt
Bibliographic record
Abstract
Energy demands is one of the most important challenges for the future of urban communities and its built environment. Hence, the resilience of energy in urban communities is one of the effective concepts used to face the energy crisis fact due to the intensive consumption of energy. In this context, the paper is concerned with reviewing the previous literature for urban energy. resilience principles and energy-built environment frameworks by specialized international organizations and also studying the experiences of two top ranked international resilient cities. This paper proposes an energy resilient built environment conceptual framework in order to better recognize and examine the complicated problems of resilient and energy efficient urban communities. An analytical approach was applied for the current situation of New Borg El Arab City in Alexandria, Egypt using the proposed framework for measuring the resiliency level in the built environment, then applying an AHP method for determining the priorities of its built environment components, which need to be developed in order to achieve a resilient city. Thus, the overall goal is to provide a model to city planners and decision-makers that could enable them to plan for adaptable urban communities to be more resilient towards energy vulnerability.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".