Czech and Hungarian Roma Exodus to Canada: How to Distinguish Between Unbearable Destitution and Unbearable Persecution
Bibliographic record
Abstract
Liberal democracy and capitalism have required further tools for the survival of Roma in the Central Eastern European region (CEE) during the period of transition since the 1990s. The Canadian Embassy argued that the programmer presented only one side of the argument and picked out half-truths which distorted reality and practically invited the exodus of large groups of Czech Roma, concealing a number of facts. The government policy could not influence public attitudes towards Roma, so a high level of prejudice remained. When Canada introduced visa requirements for Czech citizens the main reaction was with reference to legislative efforts and results for Roma equality. The first surge in asylum applications, and especially its impact on Hungarian political life, as well as media and networking within the Roma community. It was described in a comparative project managed by the Hungarian Academy of Sciences in 2000-01 just before visa restriction was implemented.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".