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
Why, after fifty years of fossil fuelled “brown growth” and steadfast refusal to join international agreements on carbon reduction did South Korea prioritize “green growth” (GG) as an overarching national initiative in 2008? Our principal aim is to explain Korea’s ambitious pursuit of GG since that time. We argue that Korean-style environmentalism is best understood as an extension of the long-held philosophy of developmentalism amongst the policy-making elite. We first examine the origins and specify the central tenets of this new philosophy that we term developmental environmentalism. We then discuss the motivations that led the policymakers to embrace developmental environmentalism, and the means by which GG was translated into swift and sustained policy action. While the empirical focus of this article is Korea, we conclude by tentatively proposing an analytical framework that might explain why some countries are more likely than others to initiate a sustained shift towards GG.
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) | 0.001 | 0.001 |
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