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 is the first annual special issue of the International Organisations Research Journal published in English. It presents a collection of papers focused on the G8/G20 summitry performance, the division of labor emerging over the period of their co-existence, their comparative strengths and limitations, and how the future G8 - G20 partnership can be improved to the benefit of both, prosperity and well-being of their citizens, sustainable and balanced growth of world economy.Though the papers present the analysis and insights of the authors, they are the outcome of a collaborative research of the International Organisations Research Institute of the University Higher School of Economics and the Munk School of Global Affairs of the University of Toronto. The collection also draws on the wisdom of a network of international experts including analysts from the World Bank, Royal Institute for International Relations of Belgium, University of Ghent and Institute of Foreign Affairs and National Security (IFANS) of the Ministry of Foreign Affairs and Trade of the Republic of Korea. It opens with reflections from Dr. Vadim Lukov, Ambassador-at-Large, Deputy Representative of the President of Russia in the G8, Ministry of Foreign Affairs Coordinator for G20 and BRIC Affairs, which combine unique practical experience and analytical assessments.Most of the papers and research findings were debated in the international conference “Partnership for Progress. From the 2010 Muskoka - Toronto Summits to the Seoul Summit” organized by the International Organisations Research Institute of the University Higher School of Economics with support of Oxfam and the Department for International Development of the United Kingdom.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.009 | 0.023 |
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