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
GBS_insertPreviewButtonPopup('ISBN:9780748620692); This book addresses cross-cultural representations of ethnic minority peoples by dominant society 'outsiders' and indigenous self-representation in the context of the 'New Media Nation'. In doing so, it explores the role of language, culture, identity and media in liberation struggles and the emergence of new political entities, and opens up issues of colonial oppression to public debate. It is intended to help inform policy in a variety of settings. Grounded in current perspectives on diaspora and homeland and drawing on Alia's work on minorities, media and identity as well as Bull's work on Maori socio-cultural issues and criminalisation of minorities, this volume offers a comparative, international perspective on the experiences of a broad range of ethnic minority peoples. These include Inuit and First Nations people in Canada; Native Americans and African Americans in the United States; Sámi in northern Europe; Maori in New Zealand; Aboriginal people in Australia and Roma in Ireland and Britain. Key Features Teaching and learning exercises accompany each chapter Includes recommendations for further reading, listening and viewing Contains a comprehensive list of ethnic minority media in the UK. "
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 | 0.000 |
| 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 | 0.001 |
| 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