Rooftop gardening complexities in the Global South: Motivations, practices, and politics
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
Abstract An increasing number of urban residents in the Global South are turning to rooftop gardening, whether through soil or hydroponics, to cultivate their own vegetables, fruit, and herbs. In Hanoi, Vietnam’s capital, rooftop gardening serves as an important alternative to traditional wet markets and more recently established supermarkets. In this paper, we examine the motivations, practices, and constraints of Hanoi’s rooftop gardeners, along with the level of government support or disapproval for rooftop gardening. Our study is grounded in critical urban geography and urban political ecology and specific debates regarding informal life politics. Our findings reveal that Hanoi’s rooftop gardeners feel confronted by a critical food safety crisis, emphasising their need to access safe, fresh, and affordable produce through rooftop gardening. Simultaneously, they express scepticism about the capacity and willingness of formal political institutions at both the municipal and national levels to address and resolve these concerns. We explore whether Hanoi’s urban rooftop gardeners can be considered to be engaging in a form of everyday life politics and examine the dynamics emerging in this regard. We conclude by offering potential policy recommendations for Global South cities to support urban gardening communities.
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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 | 0.002 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| 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