Syrian Refugees in Canada and Transculturalism: Relationship between Media, Integration and Identity
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
Abstract The process of integration of Syrian newcomers into Canada is multifaceted. The Canadian government, in its efforts to welcome refugees, has provided services that smooth this process over on many fronts. While financial and support services are essential to feelings of comfort, safety and security, feelings of identity and belonging constitute a never-ending process. In a globalized world, country of residence can easily change, but attachment to issues in the country of origin enlists a much more complex relationship. This article seeks to explore Syrian newcomers’ pre-migration and post-migration experiences and the influence of such experiences on their sense of belonging and identification. This article also seeks to understand their media-consumption habits. In doing so, the level of involvement of Syrian refugees in issues of host society versus issues in Syria or the Arab world becomes apparent. Through highlighting their level of involvement, this research hopes to uncover the feelings of responsibility to democratic change and the revolutionary process in Syria.
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 | 0.000 | 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 | 0.000 | 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) | 0.000 | 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