The cultural politics of reproduction : migration, health and family making
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
Acknowledgments List of Contributors Introduction Migration and the Politics of Reproduction and Health: Tracking Global Flows through Ethnography Sunil K. Khanna and Maya Unnithan-Kumar Chapter 1. Migration, Belonging and the Body that Births: Pakistani Women in Britain Kaveri Harris Qureshi Chapter 2. To Be or Not To Be?: Cape Verdean Student Mothers in Portugal Elizabeth P. Challinor Chapter 3. 'Good Women Stay at Home. Bad Women Go Everywhere': Agency, Sexuality and Self in Sri Lankan Migrant Narratives Sajida Z. Ally Chapter 4. 'No That's not a Religious Thing, That's a Cultural Thing': Culture in the Provision of Health Services for Bangladeshi Mothers in East London Laura Griffith Chapter 5. Health Inequalities and Perceptions of Place: Migrant Mothers' Accounts of Birth and Loss in Northwest India Maya Unnithan-Kumar Chapter 6. Acculturation and Experiences of Postpartum Depression amongst Immigrant Mothers Mirabelle E. Fernandes-Paul Chapter 7. 'A Mother who Stays but Cannot Provide is not as Good': Migrant Mothers in Hanoi, Vietnam Catherine Locke, Nguyen Thi Ngan Hoa and Nguyen Thi Thanh Tam Chapter 8. 'A City-Walla Prefers a Small Family': Son Preference and Sex Selection among Punjabi Migrant Families in Urban India Sunil K. Khanna Chapter 9. Restoring the Connection: Aboriginal Midwifery and Relocation for Childbirth in First Nation Communities in Canada Rachel Olson
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 | 0.001 | 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 | 0.001 | 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) | 0.000 | 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