Romani Peoples’ Resistance to Mainstream Schooling: A Focus on Romani Woman and Girls’ Education and the Educational Policies, Barriers, and Practices in Greece
Bibliographic record
Abstract
The Romani (or Roma) people are, perhaps, the oldest and most discriminated against ethnic minority group in Eastern Europe. In particular, Romani women and girls have been described by the UN Women, United Nations Development Program (UNDP), and Office of High Commission of Human Rights (OHCHR) as “one of the most disempowered groups in Europe.” This paper provides an exploratory investigation of Romani women’s and girls’ lack of educational attainment as it looks at some of policy barriers, practices and the nature of Roma peoples’ reluctance to participate in mainstream public schooling in Greek society. There is an urgent need for effective and focused policies that take into account social inclusion, equality, and non-discrimination of Romani women and girls. However, Romani women are ultimately silenced by the continued lack of quantitative and qualitative data, research and statistics, making them Europe’s most invisible minority.
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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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.011 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.003 |
| 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".