The New African Diaspora in Vancouver: Migration, Exclusion and Belonging
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
The New African Diaspora in Vancouver documents the experiences of immigrants from countries in sub-Saharan Africa on Canada's west coast. Despite their individual national origins, many adopt new identities as ‘African’ and are actively engaged in creating a new, place-based ‘African community.’ In this study, Gillian Creese analyzes interviews with sixty-one women and men from twenty-one African countries to document the gendered and racialized processes of community-building that occur in the contexts of marginalization and exclusion as they exist in Vancouver.Creese reveals that the routine discounting of previous education by potential employers, the demeaning of African accents and bodies by society at large, cultural pressures to reshape gender relations and parenting practices, and the absence of extended families often contribute to downward mobility for immigrants. The New African Diaspora in Vancouver maps out how African immigrants negotiate these multiple dimensions of local exclusion while at the same time creating new spaces of belonging and emerging collective identity
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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 | 0.004 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 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