Agricultural Modernization and Climate Change in Vietnam's Post‐Socialist Transition
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 This article presents a critique of Vietnam's agricultural modernization in the context of its post‐socialist transition and the emerging climate crisis. Agricultural modernization has led to impressive rates of wealth creation that have pulled many Vietnamese out of poverty and food insecurity over the past two decades. However, the model's own logic of accumulation has also made the country increasingly reliant on complex processes and has locked in various technological path dependencies. These include energy‐ and input‐intensive production, engineered landscapes, reduced agro‐biodiversity, and weakened social networks, knowledge and skills. As a result, Vietnam is becoming more sensitive and less able to adapt to structural shocks, notably that of climate change. Furthermore, and crucially, the post‐socialist transition since the launch of Đổ i mới (market reform) has given rise to a political economy with dominant interests increasingly vested in the continuity of this modernization model. The article argues that it is this new dynamics of class and state–society relations that now represents the main obstacle to the development of credible solutions to the climate crisis.
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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