National Versus Regional Financing and Management of Unemployment and Related Benefits
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
Decentralization looms large in any analysis of Canadian economic and social policy. This trend has been especially pronounced in the area of unemployment insurance (UI) and social assistance (SA) programmes. Provinces now manage SA programmes and retain 100% of any cost savings that they achieve, while the Federal government maintains full responsibility for the passive component of UI. Under a series of provincial-federal Labour Market Development Agreements, since 1997 most of Canada's provinces have taken over administrative responsibility for the employment benefit and support measures (EBSMs) targeted on UI beneficiaries. A number of articles have examined the implications for provincial SA systems of restrictive measures in the UI programme. This paper examines the possibility that provinces may shift actual and potential SA clients onto the insurance system (now called employment insurance, EI). It concludes that within the context of EBSMs, any cost-shifting of this ...
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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 | 0.001 | 0.000 |
| 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