Thinking about the Asian Infrastructure Investment Bank: Can a China‐Led Development Bank Improve Sustainability in Asia?
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
Abstract This article offers three arguments outlining the Asian Infrastructure Investment Bank's significance and to help policy planners navigate the complex relationship between China, the Bank and themes of sustainability. First, there is little uncertainty that China is serious about development and sustainability. The Asian Infrastructure Investment Bank is but one extension of China's increasing commitment to sustainability and should therefore be embraced by development stakeholders. Second, the Asian Infrastructure Investment Bank's commitment to infrastructure development complements other multilateral development banks and should not be considered a challenger to the existing order of development lending practices. Rather, China's interest in establishing the Asian Infrastructure Investment Bank points to competitive pluralism and poses no threat to the existing international order. Finally, the Asian Infrastructure Investment Bank's sustainability guidelines are not unique and fall in line with similar policy of other large development banks. The Asian Infrastructure Investment Bank therefore reinforces sustainability norms while posturing itself as a partner for development.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.005 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| 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