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
• A comprehensive introduction to small states, with a mixture of detailed examples (Quebec and Japan) and a broader range of case studies; • Addresses core questions of what a “state” is, what it is for and the role of small states in the international system; • Refocusses the study of small states away from the usual case studies, refocussing on the North American and East Asian contexts. ; With emphasis on East Asian and North American examples – notably Japan and Quebec – Date, Laniel and their contributors take a new approach to the understanding of small nations and their role in the international system. Small nations, by their very nature, raise significant questions about what a nation is. Some small nations are sovereign states with relatively small populations and limited territory, others are nations within larger sovereign states, with distinctive cultures, governance structures or other features that differentiate them from their “parent” state. By focussing on non-European nations in particular, the contributors to this volume challenge our conceptions of what a small nation is and how it operates within the international system. They focus in particular on the nation-within-a-nation-state of Quebec and on Japan, supplemented by further examples from East Asia. By interrogating what these examples have to show us about the typology and character of small nations, they offer a critique of superpower and draw out the potential of small nation studies. A valuable resource for students and scholars of international relations and theories of the nation and nation state.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.856 | 0.989 |
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