Cashing in or driving development? Cross‐border traders and maize contract farming in northeast Laos
Bibliographic record
Abstract
Abstract Contract farming is receiving renewed attention in research and policy in the Mekong region of Southeast Asia, as countries continue to undergo varied agrarian transitions and agri‐food production has become increasingly regionalized. In northeast Laos, previously isolated upland communities have experienced rapid transformations resulting from contract production of hybrid maize, mainly for industrial feed processing and livestock in Vietnam. Based on extensive qualitative fieldwork in the Lao‐Vietnamese borderlands, this article explores the quasi‐“developmental” functions assumed by cross‐border traders, in the context of unfulfilled rural policy objectives, in which these “micro‐investors” provide informal extension and infrastructure to enable agricultural commercialization. The article examines the extent to which this dynamic is adequately captured by notions of patronage, or whether subtle mutual dependencies are at work, as livelihoods are rebalanced between subsistence and commodity crops in remote border landscapes.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".