Achievement to Sustainable urban Development using City Development Strategies (CDS): A Comparison between Cities Alliance and the World Bank definitions
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
The term “sustainability” has been used in various forms and definitions. The earliest use of “sustainability” or “sustainable development” can be traced back to 1972. To cope with four decades of global economic, social, and environmental challenges, sustainable development was adopted as a mantra by international agencies, national and local governments, especially after Habitat II in the local level. On the other hand, new approaches in urban planning were put to use to achieve sustainable development. City Development Strategies (CDS), as a strategic planning approach, were established in 200 cities worldwide to achieve these goals. However, CDSs and sustainable urban development are defined in many different ways and CDSs enjoy different levels of success in the area of sustainability. This paper studies these achievements, specifically in developing countries by selecting two specific definitions of CDS by cities Alliance and the World Bank on one hand and specific definition of sustainable urban development.
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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 | 0.016 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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