Single buyer - A step forward in Malaysian Electricity Supply Industry reform
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
This paper describes the historical evolution of the Malaysian Electricity Supply Industry (MESI) leading to the formalization of the Single Buyer. Key MESI reform initiatives are highlighted and a survey on reform in neighboring countries is included. The new functional structure and framework of the Single Buyer is also presented. The MESI's reformed Single Buyer framework includes a new reporting structure and is ring-fenced to enhance transparency and accountability. The Single Buyer Rules and Codes of Conduct ensure the impartial and unbiased operationalization of the power purchase agreements (PPAs) and further strengthen the roles of the regulator. Finally, the significance and relevance of the Single Buyer and its advantages in the Malaysian context are enumerated and discussed.
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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 | 0.001 |
| 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) | 0.001 | 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