The impact and implication of the COVID-19 on the trade relationship between China and the United States: the political economy perspectives
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 trade dispute between China and the US is not a recent phenomenon. The US administration argues that increased tariffs and fairer trade, investment, and technology relationships are necessary to reduce large and rising trade deficits with China and protect national security and the intellectual property of the US businesses. Recently, however, the COVID-19 Pandemic is causing a massive impact on trade relations between the two economies. We believe that any analysis should go beyond mere economic reasoning and traditional statistics to assess the full implications of the COVID-19 on fighting for the order. It is an undeniable fact that China has encroached on the political, trade, and economic hegemony that the US has marked for decades. The rise of China has been recognised as the most impactful phenomenon in the international political, economic, and trade relations in the new millennium.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| 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