Negotiating Remote Borderland Access: Small‐Scale Trade on the Vietnam–China Border
Why this work is in the frame
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Bibliographic record
Abstract
ABSTRACT This article explores the cross‐border trading networks and practices of highland residents in north‐west Vietnam. It reveals how such individuals, of highland minority and majority Kinh ethnicities, negotiate the political reality of an international border in highly pragmatic ways as they augment their livelihoods by trading commodities with inhabitants in south‐west China. We follow four particular commodities, traded across different political tiers of border crossing (each with specific rules, regulations and negotiations), by a diverse range of traders. In doing so we argue that border access is mediated by a complex and multifaceted set of social and structural components including not only state policy, but ethnically‐embedded social relations and specific geographic variables that, in turn, are engendering disparate economic opportunities.
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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