Older Syrian Refugees’ Experiences of Language Barriers in Postmigration and (re)settlement Context in Canada.
Bibliographic record
Abstract
This research explores older Syrian experiences of language barriers in Canada's post-migration and resettlement context. Guided by the ecosystemic model, the qualitative descriptive method was used to describe the experiences of six older adults (three women and three men, 55-year-old and over) living in the Greater Toronto-Hamilton Area. Results suggest the lack of English proficiency affects refugees' resettlement and, in particular, older adults at risk of abuse. Language barriers influence older adult refugees because it limits their ability to navigate the Canadian systems, exacerbate their dependency on adult children, increase social isolation, and decrease employment and income opportunities. Participants' commitment to learning English comes from their conviction that fluency has an essential role in shaping their experiences in Canada. Conclusions can help policymakers identify specific interventions to address language barriers among older adult Refugees.
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How this classification was reachedexpand
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 | 0.000 | 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) | 0.001 | 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 teacher head, 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".