Silk Road archipelagos: Islands of the Belt and Road Initiative
Bibliographic record
Abstract
The concept behind the Belt and Road Initiative (BRI; formerly ‘One Belt, One Road’) began to take shape in 2013. Since then, this Chinese-led project has become a major plank in China’s foreign relations. The BRI has grown from its basis as a vision of interregional connectivity into a truly global system, encompassing places—including many island states, territories, and cities—from the South Pacific to the Arctic, from East Africa to the Caribbean, from the Indian Ocean to the Mediterranean. Islands and archipelagos are particularly prominent in the BRI’s constituent 21st-Century Maritime Silk Road (MSR) and Polar Silk Road or Ice Silk Road projects, but little scholarly attention has been paid to how the BRI relates to islands per se. This special section of Island Studies Journal includes nine papers on islands and the BRI, concerning such diverse topics as geopolitics, international law and territorial disputes, sustainability and climate change adaptation, international relations of autonomous island territories, development of outer island communities, tourism and trade, and relational understandings of archipelagic networks. Taken together, these papers present both opportunities and risks, challenges and ways forward for the BRI and how this project may impact both China and island and archipelago states and territories.
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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 | 0.001 |
| 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 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".