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 analyses China's global health governance (GHG) practices and GHG legal infrastructure in the wake of COVID-19. It posits that China has pursued a mix of bilateral and multilateral strategies during the pandemic to promote global cooperation and domestic regulation to shape an effective GHG response. It demarcates China's proactive role in norm-setting to respond to the global health crisis. It first considers China's responses to COVID-19 and its interaction model with multilateral institutions including WHO and GAVI. It then examines China's bilateral health strategies, taking its interactions with African countries as an example, before analysing and comparing existing norms and practices on the ‘right to regulate’ under the rules of the World Trade Organisation and treaties that China participates in that call for more regulatory recognition. The article then proceeds to examine China's new initiatives in shaping GHG strategy during COVID-19. Finally, it concludes and calls for a coordinated multilateral approach to handle global health crises.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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