The Age-Orientation of Social Policy Regimes in OECD Countries
Why this work is in the frame
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Bibliographic record
Abstract
This article presents a series of measures of the extent to which social policies in twenty-one OECD countries are oriented towards the support of elderly (over 65 or in formal retirement) and non-elderly (under 65 and not retired) population groups. Employing breakdowns by age in spending on social insurance, education and health, tax expenditures on welfare substituting goods, and housing policy outcomes, this article shows that countries tend to demonstrate a consistent age-orientation across a variety of policy areas and instruments. After correcting for the demographic structure of the population, Greece, Japan, Italy, Spain and the United States have the most elderly-oriented social policy regimes, while the Netherlands, Ireland, Canada and the Nordic countries have a more age-neutral repertoire of social policies. In identifying the age-orientation of social policy as a dimension of distributive politics that is not captured by other welfare state typologies, this article suggests the need to develop new accounts of the development of welfare states that include the dimension of age.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.002 |
| 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