Stronger together: Community resilience and Somali Bantu refugees.
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
OBJECTIVES: Refugee populations are at risk of adverse mental health outcomes. It is important to identify refugee strengths at the community level that can be leveraged to overcome barriers to well-being. In pursuit of this goal, this study focuses on identifying what promotes community resilience among Somali Bantu refugees in the United States. METHOD: Researchers used snowball-sampling strategies in a large New England city to recruit 81 Somali Bantu youth and adults to participate in 14 focus groups conducted between 2011 and 2013. Researchers used principles of thematic content analysis to analyze data specific to the construct of community resilience. RESULTS: Authors identified 2 main components of Somali Bantu community resilience: independence and cultural preservation. There were 2 themes related to promoting community resilience among Somali Bantu: commitment to community, and religion and spirituality. CONCLUSIONS: We discuss the importance of identifying culturally informed components of community resilience that can be used to develop services for refugee populations. (PsycINFO Database Record (c) 2020 APA, all rights reserved).
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.002 |
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