The Korean welfare state: a paradox of expansion in an era of globalisation and economic crisis
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
When the Asian financial crisis took a heavy toll on Korea in the late 1990s, policy makers responded by extending welfare policy. For many analysts, this was a paradoxical move, marking a fundamental reconfiguration of the social policy system. This article contests that interpretation. It examines the changes made to Korean social policy in recent years, and considers their impact on the Korean welfare state. It notes both that welfare extensions have been comparatively limited, and that they have often formed part of wider attempts to boost labour market flexibility. It thus concludes that limited expansion of the Korean welfare state is chiefly an attempt to bolster industrial competitiveness and economic growth. For now, Korea retains the productivist social policy orientation that has long characterised it. It also concedes, however, that in the future underlying social change, notably a rapidly ageing population, may prompt policy makers to make significant changes to the Korean welfare state.
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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 | 0.001 | 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