Globalization and the cultural safety of an immigrant Muslim community
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
AIM: This paper reports a study the aim of which was to further understanding of cultural safety by focusing on the social health of a small immigrant community of Muslims in a relatively homogeneous region of Canada following the terror attacks on 11 September 2001 (9/11). BACKGROUND: The aftermath of 9/11 negatively affected Muslims living in many centers of Western Europe and North America. Little is known about the social health of Muslims in smaller areas with little cultural diversity. Developed by Maori nurses, the cultural safety concept captures the negative health effects of inequities experienced by the indigenous people of New Zealand. Nurses in Canada have used the concept to understand the health of Aboriginal peoples. It has also been used to investigate the nursing care of immigrants in a Canadian metropolitan centre. Findings indicated, however, that the dichotomy between culturally safe and unsafe groups was blurred. METHOD: The methodology was qualitative, based on the constructivist paradigm. A purposive sample of 26 Muslims of Middle Eastern, Indian or Pakistani origin and residing in the province of New Brunswick, Canada were interviewed in 2002-2003. Findings. Participants experienced a sudden transition from cultural safety to cultural risk following 9/11. Their experience of cultural safety included a sense of social integration in the community and invisibility as a minority. Cultural risk stemmed from being in the spotlight of an international media and becoming a visible minority. CONCLUSION: Cultural risk is not necessarily rooted in historical events and may be generated by outside forces rather than by longstanding inequities in relationships between groups within the community. Nurses need to think about the cultural safety of their practices when caring for members of socially disadvantaged cultural minority groups as this may affect the health services delivered to them.
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 | 0.003 | 0.001 |
| 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 | 0.001 |
| 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