Visible Minority Neighbourhood Enclaves and Labour Market Outcomes of Immigrants
Bibliographic record
Abstract
Using Census data from 1981, 1986, 1991 and 1996, this study examined the association between living in a visible minority enclave and immigrants' labour market outcomes in Canada's three largest cities. The results showed that the number of such enclaves, defined as census tracts with at least 30% of the population from a single visible minority group (Chinese, South Asian or Black), increased from 6 in 1981 to 142 in 1996, mostly in Toronto and Vancouver. The association between exposure to own-group neighbours and employment was at times negative, but generally not significant. Exposure to own-group neighbours and working in a segregated occupation was positively, but not significantly, associated. Little association existed between exposure and employment earnings. However, there were some important group differences. The associations between exposure to own-group neighbours and labour market outcomes were usually very weak among Chinese immigrants, but often negative and strong among Black immigrants.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| 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".