Legal Cynicism and System Avoidance: Roma Marginality in Central and Eastern Europe
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
Abstract The Roma are Europe’s largest minority group and face extensive discrimination across the continent. Drawing on a survey of Roma and non-Roma households in twelve Central and Eastern European countries, we analyze the extent to which legal cynicism, as a cognitive frame, is connected to the avoidance of helpful social institutions. We thus expand existing research on legal cynicism to focus on individuals’ contacts with potentially helpful institutions that can buffer inequality. We conclude that the interplay of legal cynicism and system avoidance, which have provided deep insights into the reproduction of structural disadvantage in American cities, also provide us with international insights into the causes of inequality and minority disadvantage across hundreds of towns in Central and Eastern Europe. In this way, legal cynicism and system avoidance work to reproduce durable inequality.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it