Collaborative Neighbourhood Governance: Investigating Two Types of Resettlement Neighbourhoods in Suburban Shanghai, China
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
China's state-sponsored urbanisation has resulted in land expropriation – induced neighbourhoods that accommodate resettled villagers. The complexity of resettlement neighbourhood governance requires multiple governance nodes. Informed by two types of resettlement neighbourhoods in suburban Shanghai, this study examines the horizontal and vertical structures of collaborative neighbourhood governance. The study reveals that the government nodes have more power and authority, and other neighbourhood-based organisations need to be better represented in their competition for power, social prestige, political legitimacy, and economic resources. The consolidation of fragmented governance relationships calls for equally empowered networks and societal and economic inclusiveness.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.004 |
| Science and technology studies | 0.001 | 0.001 |
| 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