Autonomy and ethnicity : negotiating competing claims in multi-ethnic states
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 book, first published in 2000, deals with one of the most urgent problems of contemporary times: the political organisation of multi-ethnic states. Most major conflicts of our time are internal to the state and revolve around the claims of access to or the redesign of the state. Responses to ethnic conflicts have ranged from oppression and ethnic cleansing to accommodations of ethnic claims through affirmative policies, special forms of representation, power sharing, and the integration of minorities. One of the most sought after, and resisted, devices for conflict management is autonomy. Within an overarching framework that examines different understandings of ethnic consciousness and the variety of territorial autonomies, the authors examine the experiences of spatial distribution of power in Canada, India, China, South Africa, Ethiopia, PNG, Spain, the former Yugoslavia, Cyprus, Sri Lanka and Australia
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 | 0.001 | 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 | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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