Canada as an Inspirational Model: <i>Reforming Scandinavian Immigration and Integration Policies</i>
Bibliographic record
Abstract
The Scandinavian countries have often been portrayed as models for the development of policies for other states. However, in the area of immigration and integration policies, Denmark, Norway, and Sweden have themselves been searching for new policy solutions abroad. Canada is internationally recognised in the areas of immigration control and immigrant integration, and this article focuses on the role the Canadian immigration and integration policy model played in the Scandinavian reform process during the 2000-2012 period. The overall conclusion is that the Canadian model significantly shaped the reform debate and process in the three Scandinavian countries. However, the Canadian model was not copied or emulated to a great extent. Instead, it served as intellectual stimulus and a model for inspiration. In particular, the Canadian model served as an inspiration for the rediscovery of labour immigration in Scandinavia during the 2000s.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| 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 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".