Immigration to Switzerland - the case of the Former Republic of Yugoslavia
Bibliographic record
Abstract
From less than 5 percent in 1980, the share of residents from the former Republic of Yugoslavia in the total foreign population in Switzerland rose to almost 25% in 2000, to become one of the largest foreign communities. The largest increase occurs mostly between 1985 and 1998 and represents a unique development in the composition of immigration to Switzerland, as it coincides with a new policy, which from 1995 gives priority to workers from the European Union for new permits and severely restricts work permits for migrants from the rest of the world. The empirical analysis shows that when there is no discriminatory treatment by immigration policy, immigrant workers from the former Yugoslavia respond to financial and cultural incentives in the same way as their unskilled counterparts from Southern European countries. The restriction on permit availability in the mid-1990s appears to have weakened the financial and cultural attractiveness of Switzerland for immigrants from the former Yugoslavia. This may signal a change in the characteristics of migrants from the region toward higher skill levels.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.000 | 0.002 |
| 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".