Bibliographic record
Abstract
By examining the Sino-Guyanese relationship and China’s parastatal involvement in Guyana, this paper seeks to demonstrate that the former’s potential for upending conventional geopolitical realities in Latin America and the Caribbean are overstated. As Western public concern regarding the perils of a China to the international order grows, the case of Guyana draws attention to China’s still deepening integration within the neoliberal global economy. Guyana’s historic relationship with China, geostrategic location as a Belt and Road Initiative partner country, and the recent emergence of the Guyana Basin as an energy nexus, suggests its importance as a bellwether of China’s presence in the region. As the COVID-19 pandemic continues, assumptions regarding China’s re-emergence in the global order are being overturned frequently. It remains unclear what impact contemporary socio-economic, political, or ecological instabilities will have on a realignment of the incumbent international system, the need for nuanced and novel approaches for assessing the agency of a risen China is unequivocal.
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.
How this classification was reachedexpand
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".