South Korea's National Energy Plan Six Years On
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
In 2008, South Korea adopted ambitious targets for reducing its dependence on energy imports and its carbon emissions simultaneously. The first National Energy Plan called for cutting energy intensity by nearly half and reducing the country's dependence on imported fossil fuels by more than one‐quarter by 2030. Fossil fuels would be replaced by nuclear power and renewable sources of energy, which together would meet nearly 40% of South Korea's energy needs. The achievement of these targets has been impeded by a number of obstacles, however. In response, the government has adjusted its goals, most recently with the adoption of a second national energy plan in January 2014. But especially in the critical area of nuclear power, the targets remain highly ambitious, and there are still reasons to question their feasibility. As a result, South Korea may have to moderate further its energy ambitions or redouble its efforts to achieve them.
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 | 0.000 | 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) | 0.000 | 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