Regional Differences in Household Composition and Family Formation Patterns in Vietnam
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
This paper studies household composition in Vietnam from a regional perspective. The analysis is based on data from the Vietnam Living Standards Survey conducted in 1992- 1993 (VLSS 1992-93) on a nationally representative sample of 4800 households. The results point to a higher proportion of nuclear families in the North, while more extended and multiple family households exist in the South. Analyses suggest that young couples of the southern regions tend to live with their parents more often, and for a longer period, than young couples of the North. Couples of the South and of the Center display more flexibility as to whether to live with paternal or maternal kin, whereas couples of the North feature a clear preference for co-residing with paternal kin. The discussion attempts to characterize the Vietnamese family based on these findings and reviews explanations for regional differences, namely north-south differences in housing stock characteristics, political history, cultural influences and migration patterns.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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