Bibliographic record
Abstract
In the rural Mekong Delta in Vietnam, social transformations, particularly rapid urbanization in the area, taking place in the last fifteen years have profound effects on rural family life. For the Vietnamese people in the Delta, family is not only at the core of their daily lives, but it also constitutes the social, economic, and spiritual world that is centered on agriculture. However, today a growing number of people have jobs in urban areas. How does working outside of family farming shape lives of the people in the rural Mekong Delta in Vietnam and how does that affect their family values? The article analyzes how working people’s income is spent, how consumer culture is entering the rural family life, and how new social relationships outside of family is being shaped. A number of studies have been conducted on working children, especially daughters, and their families in East and Southeast Asian societies since the end of the twentieth century. However, people in the Delta live in a peculiar social situation where the economic system was shifted from socialist one to a free market system, and development, industrialization and urbanization are happening not only rapidly, but also suddenly. This article offers new insights into the shifting social world of Asian families by adding a particular case of the people in the Mekong Delta, who maintain strong connections to their families under Vietnam’s social transformations.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.003 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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".