The Straits of Malacca and Singapore: Maritime Conduits of Global Importance
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 Straits of Malacca and Singapore are two of the world’s most crucial maritime highways. Srivijaya and the Malacca Sultanate were among the regional formidable political entities that were successful in exerting their power and influence over the Straits. The pre-eminence of the local kingdoms were overshadowed by the arrival of the European imperialists as early as the 16th century, that changed the political dynamics in the region. The Straits of Malacca and Singapore remain important till today as it provides the shortest route linking petroleum producing-nations of West Asia and the oil consumers of East Asia. As such, the significance of the Straits of Malacca and Singapore global fulcrum of maritime trade is indisputable. Nevertheless, despite being the caretaker of these important Straits, Malaysia and Indonesia have a long way to go before they could be regarded as influential maritime States. This article concludes that both Malaysia and Indonesia should develop its oceans policy to go hand in hand with the global significance of the Straits of Malacca and Singapore. This has to be done in ensuring that both Malaysia and Indonesia could relive the glorious moments once enjoyed by both its predecessors – Srivijaya and Malacca.
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 | 0.003 | 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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