The effects of welfare state universalism on migrant integration
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
This paper investigates how and why welfare state universalism can shape the integration of migrants into the national community. Universalism is broadly regarded as central to the integrative and solidarity-building potential of welfare states, but we argue that the traditional approach to understanding the concept is fraught with inconsistencies. Rather than comparing welfare states using the classical universalist/selectivist dichotomy, we suggest that they should be thought of as embodying various ‘packages’ of universalist traits – all of which are unified by their connection to a core, self-sustaining logic of solidarity. A comparison of Canadian and Danish universalism allows us to draw out how (indiscriminate/selectivist) ‘community perks’ traits and (inclusive/exclusive) ‘community scope’ ones may interact in unexpected ways. This, in turn, helps us better understand how and why ‘classically universalist’ Denmark is facing threats to solidarity and migrant integration that are much more intense than those found in ‘classically selectivist’ Canada.
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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 | 0.000 | 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