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
There is no one-size-fits-all decentralized fix to deeply divided and conflict-ridden states. One of the hotly debated policy prescriptions for states facing self-determination demands is some form of decentralized governance - including regional autonomy arrangements and federalism - which grants minority groups a degree of self-rule. Yet the track record of existing decentralized states suggests that these have widely divergent capacity to contain conflicts within their borders. Through in-depth case studies of Chechnya, Punjab and Québec, as well as a statistical cross-country analysis, this book argues that while policy, fiscal approach, and political decentralization can, indeed, be peace-preserving at times, the effects of these institutions are conditioned by traits of the societies they (are meant to) govern. Decentralization may help preserve peace in one country or in one region, but it may have just the opposite effect in a country or region with different ethnic and economic characteristics.
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 | 0.000 | 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