Brunei and Malaysia Resolve Outstanding Maritime Boundary Issues
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 March 2009 boundary and territory agreement between Brunei and Malaysia is reviewed. The agreement, in the form of an exchange of letters, has not been expressly made public. However, the governments of the two states have disclosed sufficient information to assess the agreement, intended to resolve four matters: (i) the settling of maritime boundaries between Brunei and Malaysia; (ii) the establishment of a joint petroleum development area off Borneo known as a “Commercial Arrangement Area”; (iii) the initiation of a frontier survey to define the boundaries of Malaysia’s Limbang district nearly enclaved between Brunei’s two separate land areas; and (iv) the resolution of transit rights for the nationals of both states through inshore maritime areas. The history of maritime claims in the area is reviewed and the prospects for continuing seabed development considered.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 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