Must We All Be Paradigmatic? Social Investment Policies and Liberal Welfare States
Bibliographic record
Abstract
Abstract.This article examines whether current shifts in government spending on early childhood education and care (ECEC) and maternal employment-promoting policies such as maternity and parental leave reveal a paradigm shift toward a social investment strategy in liberal welfare states. It finds that while governments in liberal welfare states increasingly adhere to the rhetoric of social investment focused on lifelong learning and labour activation, their policies and programs exhibit so much variation in goals, instruments and settings related to the family, maternal employment and the child that it is difficult to claim that any new policy approach has taken hold that is indicative of a social investment “paradigm.” Instead, liberal welfare states appear to be becoming even more liberal—in terms of reliance on markets for delivery of social investment goals—at the same time as spending is increasing. Résumé.Cet article examine si les changements actuels des dépenses de gouvernement sur la première éducation d'enfance et le soin (ECEC) et les politiques promouvant emploi maternelles comme la maternité et le congé parental révèlent un changement de paradigme vers une stratégie sociale d'investissement dans les Etats-providences libéraux. Il constate que pendant que les gouvernements dans les Etats-providences libéraux adhèrent de plus en plus à la rhétorique d'investissement social s'est concentré sur l'apprentissage de toute une vie et l'activation de la main-d'œuvre, leurs politiques et programmes exposent tant de variation dans les buts, les instruments et les cadres rattachés à la famille, l'emploi maternel et l'enfant qu'il est difficile de réclamer que n'importe quelle nouvelle approche de politique a attrapé qui est indicatif “d'un paradigme” social d'investissement. Au lieu de cela les Etats-providences libéraux ont l'air de devenir encore plus libéraux – du point de vue de la dépendance aux marchés pour la livraison de buts sociaux d'investissement – en même temps comme les dépenses augmentent.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.006 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.004 | 0.024 |
| Scholarly communication | 0.007 | 0.006 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.005 |
| Insufficient payload (model declined to judge) | 0.003 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".