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 Public concern about the earnings‐related Canada Pension Plan has forced the Canadian government to move toward fuller funding, a new investment policy, and changes to benefits and administration. Together, the three initiatives, and particularly the first two, amount to a modest degree of marketization. The assumption behind the reform is that the Canada Pension Plan will remain public and mandatory but the change will create a board and an investment policy which are more sensitive to market pressures and less amendable to government interference. The Canada Pension Plan is one of three tiers of support for the elderly in retirement. It is a contributory social insurance scheme which protects against loss of income. The other two are a social allowance (Old Age Security) as well as an income tested benefit (Guaranteed Income Supplement) which provide basic income support and employment based retirement pension plans as well as group and individual registered retirement savings plans which supplement the other two tiers on a voluntary basis. This article examines the reform of the Canada Pension Plan. After a brief examination of Canada's retirement benefits in an international context, the article summarizes recent debates in Canada, government policies to develop fuller funding and new investment strategies, and reflections on possible developments in the future.
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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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