Decolonizing 'integration': a post-colonial analysis of immigrant 'integration' in Canada & Germany
Bibliographic record
Abstract
Migrant ‘host’ countries in the global north demand that newcomers ‘integrate’ into their societies by demonstrating language skills, economic participation, socialization, and adjusting to the norms and values of the destination country. However the question that remains unanswered is: who is the ‘host’ population, and who creates the norms and values that the newcomers are required to match up to? In the context of immigrant integration, this paper applies a postcolonial lens to understand the historical linkages in Canada (settler society) and Germany (ethic nation) that shape the everyday realities of immigrants in the present. The concept of immigrant ‘integration’ can be seen as a form of present-day colonialism that works to re-impose the idea of European hegemony over ‘other’ racialized groups, and distracts from the recognition and redress of Indigenous and immigrant rights. Key words: Canada, Germany, Integration, immigration, colonialism, racism, decolonization
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.013 | 0.009 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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 source (direct Gemma or distilled Codex), 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".