Married to Singapore : what are migrant wives saying 'I do' to?
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
Migrant wives are a significant community in Singapore, where nuptials between migrant women and Singaporean men contribute to a quarter of all citizen marriages. Despite being wives and mothers to Singaporeans, migrant wives are still sidelined when it comes to immigration policies, social benefits, and employment opportunities. \n \nComing from developing nations in Asia, many enter Singapore with little social ties and a lack of knowledge about their rights, leaving them more susceptible to family violence than local wives. Last year, the pandemic had brought to light the severity of family violence cases in Singapore, but the specific issues that abused migrant wives face are still shrouded in darkness. Despite the challenges, some individuals and groups refuse to give up lobbying for these women’s rights. \n \nThis feature explores the challenges that these women have to overcome, the Singaporeans who fight alongside them, and the complexities that come with marrying into Singapore.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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