Theoretical Frameworks for Studying Female Marriage Migrants
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Bibliographic record
Abstract
Transnational marriages account for a significant proportion of family-based immigration to North America. An increasing number of immigrant men are choosing to marry women from their countries of origin, and an increasing number of nonimmigrant men are choosing to marry women from other countries. Existing studies on the experiences of foreign brides entering North America have highlighted their vulnerability to spousal maltreatment, including unique forms of immigration abuse (e.g., threats of deportation). Their vulnerability to maltreatment has been attributed to the gender-insensitive nature of family immigration policies, the women's lack of awareness of their rights and immigration status, and their husbands' cultural beliefs about women's roles. This article describes three interrelated theoretical frameworks that can inform further research, practice, and policy development related to female marriage migrants. The frameworks draw on cross-cultural models of gender-based violence, seminal work on the psychology of women, and international human rights research.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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