Order and Contestation in the Asia-Pacific Region: Liberal vs Developmental/Non-interventionist Approaches
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
The United States/European-inspired liberal international order has long been challenged in the Asia-Pacific. During the Cold War years, Washington sponsored a developmental, state-interventionist order to contain the threat from Asian communism. This developmental order persisted even as the end of the Cold War allowed the US to promote a liberal regional order. Moreover, after the Asian Financial Crisis of 1997-98, the US was increasing constrained by its post-9/11 preoccupation with the Middle East, the rise of China, its responsibility for the Great Recession of 2008-09 and the infighting that consumed Washington. While elements of a liberal order can be found in the Asia-Pacific today, they must continue to contend with non-interventionist and developmental values still found in the region.
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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 | 0.001 | 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 | 0.000 | 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