Developing Countries: Impact of the Crisis and the Response—Implications for an Approach to the G20 by Russia, India and China
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 paper examines five issues: 1) Recent performance of developing countries in terms of growth, investment and integration with the world economy; 2) The impact of the crisis on these economies; 3) The response of policy makers in these economies to mitigate the adverse impact, in particular, the nature of the stimulus packages implemented in these economies; 4) The role developing countries can play in the recovery of the world economy; and 5) The role of China in the recovery, and, in particular, how to deal with the bilateral imbalance between the US and China. Special attention is paid to the behaviour of the economies of the developing country members of the G20 (DG20).1 Finally, the paper discusses what the crisis has revealed about the interests of Russia, India and China in the world economy and consequently a possible strategy for the G20 which would serve their interests.
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 | 0.002 | 0.001 |
| 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