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
This paper is about ethnic minority education and builds on theories, principles and practices of multicultural education – a term we apply to summarize some of the more essential contributions in the field. First, we introduce to the background of multicultural education and the implications such term has for the understanding of the relation between the ‘majority’ and ‘minority’ groups. Second, key-concepts that surround and relate to multicultural education are defined, culture, ethnic minority, religion, language, diversity, integration, assimilation, inclusion- exclusion. Third, we identify the aims and objectives of multicultural education while the fourth section in as introduction to six essential dimensions of multicultural education. The fifth section includes examples of multicultural education and/or bilingual education from different countries in different parts of the world; Canada, New Zealand South Africa, , Nepal and Denmark. Canada represents a country that has been seen as a leader in a proactive approach to developing multicultural and multilingual education for ethnic minority groups. Like Canada, New Zealand has practiced immersion education supporting amongst other the Maori ethnic group in education and in maintaining and preserving languages at risk for disappearing. South Africa is interesting, since language particularly after Apartheid has become an educational as well a political challenge – education is a question of literacy and reconciliation. The Nepalese example - a typical 3rd world country with a highly linguistically and ethnically diverse population - provides lessons learned from bilingual education programmes that reach out for children from different ethnic groups. Finally Denmark is an example of a European welfare-state challenged by processes of globalization – and migration to a country which according to the self-perception of the majority of the population through out the history has been culturally and ethnically homogenous. We add examples of immersion education from Danish minority education in Germany.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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