Institutional or structural: lessons from international electricity sector reforms
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 widespread privatization of national electricity sectors across both the developing and developed world provides a broad base of experience to assess the relative performance of various countries in attracting private sector participation in the industry. Since 1980, when Chile commenced a radical restructuring, and later privatization program, over sixty countries have introduced reforms in the electricity sector. These reforms have been generally designed with the purpose of increasing the levels of private ownership and investment, thereby reducing the dominance of the state-owned vertically integrated enterprise, the traditional mode of organization. There is substantial variability in the nature of these reforms. Some countries have invited private investment in the generation sector only, financed by long-term supply contracts to state-owned utilities (e.g. China, India, Indonesia, Mexico); some have vertically separated the industry but privatized only part of the sector (e.g. Colombia, El Salvador, Kazakhstan, New Zealand); while others have privatized the entire industry and additionally created competitive generation markets (e.g. Argentina, Chile, United Kingdom).
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it