Marriage migrant women’s friendship formation in South Korea
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
Despite the substantial research on marriage migrant women in Korea documenting the challenges they experience as they adapt to Korean society, little is known about their relationships outside of families. To fill the gap, this study examines how marriage migrant women make friends, especially focusing on the concepts of intra-ethnic and inter-ethnic friendship. Our findings suggest that marriage migrant women are likely to form close relationships with people from the same country of origin as a buffer against adaptation stress, which indicates strong intra-ethnic friendship. Regarding inter-ethnic friendship, women tend to prefer friends who are from Korea to those from other East Asian countries, which indicates their desire of learning Korean language and ethnic culture. Overall, this study contributes to the understanding of how women form a variety of friendships and how marriage migrant women’s co-ethnic friends as well as Korean friends assist in their transition to Korea.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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 it