The role of civil society in urban environmental rehabilitation: a case study (Thanh Xuan district, Hanoi, Vietnam)
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
This paper presents the first results of research on a participatory approach to environmental rehabilitation in Thanh Xuan district in Hanoi, Vietnam, that is part of a larger research project that also included four other case studies. The researchers had two main objectives: first, to identify the civil society actors within a socialist, centralized regime where public participation is quite limited; and second, to assess the role of these actors in performing urban environmental management activities – planning and monitoring, urban environmental services delivery, and urban environmental conflict resolution. Findings from the Thanh Xuan case study suggest that members of the organizations that took part benefited from their participation in the areas of training, empowerment and capacity development. However, the benefits did not seem sustainable, as they were the outcome of international aid and support, and few mechanisms existed to ensure their continuation.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 it