Annex B1: Country Profile for Brunei Darussalam
Bibliographic record
Abstract
employees started contributing to the ETF, while all private sector employees began contributing one year later. Participation in the ETF scheme is compulsory citizens and permanent residents of Brunei, but foreign workers, all security personnel and those over age 55 are exempt. The contribution rate is 10 % of the wage bill, divided equally between employees and employers. Since the scheme is still very young, it is accumulating reserves and has paid out very little in benefits. The retirement withdrawal age is generally 55 years. However, one quarter of accumulated savings may be taken at age 50. Those who become incapacitated or emigrate are eligible to receive their balances immediately. All withdrawals are on a lump sum basis. Additionally, up to a maximum of 45 % of the accumulated balances may be withdrawn for purchasing or building a house. Since 1959, government employees have enjoyed a non-contributory, defined benefit scheme, the Government Pension Scheme (GPS), financed entirely through public revenue. Retirement age is normally 55 years, although in some cases, it is age 50 for males and age 45 for females. Government employees are either pensionable or not pensionable. The latter category receives gratuity, while the former may receive full pension or a combination of reduced pension and gratuity. The GPS pension formula is structured in such a way that the replacement rate, based on the last
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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 | 0.000 | 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) | 0.002 | 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".