Somali parenting in Western contexts: Acculturative stressors and family strengths
Bibliographic record
Abstract
This scoping review describes the available research on the experiences of Somali immigrant parents acculturating within Western countries including the U.S., Canada, South Africa, England, and Scandinavia. A total of 19 studies were identified that focused on Somali immigrant families, discussed parenting, and were written in English. Ten were published in peer-reviewed journals including in social work, mental health, and nursing. The other studies were reported in a book chapter and eight graduate-level theses. The studies were qualitative, and identified several themes related to parental strengths and stressors as they acculturated to Western countries. Stressors included conflicts between Western and Islamic values within racist contexts, shifting from communal to nuclear family parenting, and changes in family dynamics. Strengths included strong ties to spirituality, a deep commitment to family, and a strong love of and pride in their cultural identity. Implications for practice, policy, and research are discussed.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".