Rural Vietnam in Transition: Widening Gaps in an Age of Rural Decline
Bibliographic record
Abstract
Rural decline has emerged as a major political and policy issue in many countries, including rapidly developing nations like Vietnam. National and local/regional governments are searching for policy solutions to rural depopulation, economic stagnation, and employment losses associated with rapid technological change. In some countries, particularly in the Western and industrial world, rural frustrations transformed into political unrest. Vietnam has a more complicated rural reality, marked by modest declines in population, the improvement of rural infrastructure, and significant advances in well-being. Rural conditions, however, have not improved as fast as in the country's major cities, which can add to a sense of rural unease and dissatisfaction even when material conditions are improving. This assessment, based on fifteen years of regular observation across rural Vietnam, highlights the difference between the situation in Vietnam and general patterns of rural decline. Keywords: Vietnam, rural, urban, improvement ________________________________________ Le Vietnam rural en transition : creuser les ecarts a l'ere du declin rural Le declin rural est devenu un probleme et une preoccupation politiques majeurs dans de nombreux pays, y compris des pays en developpement rapide comme le Vietnam. Les gouvernements nationaux et locaux/regionaux recherchent des solutions politiques au depeuplement rural, a la stagnation economique et aux pertes d'emplois associees aux changements technologiques rapides. Dans certains pays, notamment dans le monde occidental et industriel, les frustrations rurales se sont transformees en troubles politiques. Le Vietnam a une realite rurale plus compliquee, marquee par des baisses modestes de la population, l'amelioration des infrastructures rurales et des progres significatifs en matiere de bien-etre. Les conditions rurales, cependant, ne se sont pas ameliorees aussi rapidement que dans les grandes villes du pays, ce qui peut ajouter au sentiment de malaise et d'insatisfaction en milieu rural meme lorsque les conditions materielles s'ameliorent. Cette evaluation, basee sur quinze annees d'observations regulieres a travers le Vietnam rural, met en evidence la difference entre la situation au Vietnam et les schemas generaux de declin rural. Mots-cles : Vietnam, rural, urbain, amelioration
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.002 |
| Scholarly communication | 0.003 | 0.004 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 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 source (direct Gemma or distilled Codex), 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".