Explaining patterns of inequality in childcare service use across 31 developed economies: A welfare state perspective
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
Childcare services are increasingly regarded a major policy lever to combat social inequalities in early life. Yet, it was shown that inequality in the use of childcare services is the norm rather than the exception in European and Organisation for Economic Co-operation and Development (OECD) countries. As a result, social inequalities between disadvantaged and advantaged children are likely to be reinforced instead of being narrowed. The aim of this article is to conduct a macro-level analysis exploring which welfare state characteristics are associated with inequality in childcare use. We find that government involvement in the availability, affordability and quality of service provision is related to lower levels of inequality in childcare use. The results also suggest an impact of labour market opportunities and parental leave schemes. The findings contribute to a proper understanding of the institutional mechanisms underlying inequality in childcare service use.
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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 | 0.001 |
| Open science | 0.001 | 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