Exploring Mexican Immigrant Settlement in the Suburbs of Vancouver
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
In the current age of migration, suburbs in many Canadian cities are becoming important ports of entry for new immigrants from around the world. This has led to a growth in cultural, ethnic, and racial diversity in the suburbs reflecting global migration patterns. In Vancouver, Canada, the growing “suburbanization” of immigrants is shaping social, cultural, economic, and political landscapes in these areas. Through interviews with 60 key informants, we explore the settlement of Mexican immigrants in Burnaby, Surrey, and Abbotsford, fast-growing Canadian communities, and popular destinations for Mexican immigrants. The findings reveal that Mexican immigrants living in the suburbs of Vancouver face numerous barriers, including lack of access to affordable housing to rent or buy, lack of information on settlement services, and difficulty securing acceptable employment.
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 | 0.000 | 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 it