The Influence of Family on Immigrant South Asian Women’s Health
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
The purpose of this study was to examine the influence of family members on immigrant South Asian women's health and health-seeking behavior. This qualitative study was part of a larger study that examined the health-seeking practices of immigrant South Asian women living in the Lower Mainland of British Columbia, Canada. Using ethnographic methods, data were collected through face-to-face interviews with women who had lived in Canada for 10 months to 31 years. Analysis of translated and transcribed data revealed that women made decisions about their health in consultation with family members. Overall, family members were perceived to be supportive and provided direct and indirect assistance to women in ways that influenced their health. Expected roles and responsibilities often had detrimental influences on women's health. Health care for immigrant South Asian women needs to take into account women's relationships with family members and the influence of family on women's health.
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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 | 0.000 |
| 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