The Somali-diaspora experience: a focus on Somali children as cultural brokers, and as ambassadors of language and culture
Bibliographic record
Abstract
This paper examines the Somali-Canadian Diaspora experience, and in particular, focuses on the role children in immigrant families play as cultural brokers and as ambassadors of language and culture. Utilizing the literature on language acquisition, this paper’s aim is to include the Somali-Canadian Diaspora’s voice into the vast literature that exists, which examines the importance of bilingual children, who assist their families in integrating and settling in a host nation. The second component of this paper examines the role language has on identity, and utilizing cultural brokers’ language acquisition, investigates how cultural brokers’ identity is formed by their bilingualism. The paper posed two research questions: 1. In what ways do cultural brokers play a role as ambassadors of language and culture to assist their families in navigating the challenges of a new country? 2. In what ways do the cultural brokers’ bilingual abilities inform their identity? Keywords: Cultural Broker, Bilingual child, Acculturation, Familism, Biculturalism, Hyphen-identity, Somali-Diaspora
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.023 | 0.009 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.003 | 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".