The Politics of Minimum Income Protection in OECD Countries
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
Abstract Minimum income protection (MIP) determines the disposable income a person obtains when she has no market or social insurance income, few assets and no family support. This last-recourse income, usually social assistance benefits plus associated transfers, constitutes a significant indicator of a country's commitment to social justice. Yet, we know little about the politics of MIP, in part because welfare state scholars have focused on more encompassing social insurance programmes, and in part because of a lack of good comparative data. This article takes the measure of MIP adequacy in 18 OECD countries for the 1990–2010 period, for single, able-to-work individuals, tracks its comparative evolution, and proposes an explanation of its determinants, with a times-series cross-sectional model. The main positive determinant of adequacy is a generous welfare state; the main negative force is the importance of the public debt. Overall, the politics of MIP appears consistent with that of the welfare state.
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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| 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