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
The contrasting trends toward earlier retirement and greater longevity have resulted in steadily increasing retirement costs over the last forty years. One important factor influencing early retirement decisions is the expansion of retirement benefits; but studies predict that most countries, particularly those with early retirement incentives, will be unable to meet future pension and social security obligations. In this timely CESifo volume, Robert Fenge and Pierre Pestieau examine empirical and theoretical evidence that explains why early retirement has become such a burden for social security systems and suggest pension system reforms that will reverse the trend.\nDrawing on evidence from the European Union (with comparisons to other industrialized countries including the United States and Canada), the authors demonstrate that the effective retirement age is influenced by social security regulations (such as a change in eligibility age) and discuss ways of measuring these embedded incentives. Fenge and Pestieau examine the implicit taxes on prolonged working life from normative and political economy perspectives. They discuss optimal payroll tax rates that minimize distortions of labor supply and retirement decisions and consider alternative ways to finance benefits, including consumption and capital income taxation. They discuss why policies are designed to discourage employment among older workers and why reforms to counter this often meet resistance. They demonstrate, contrary to the belief of many European governments, that pushing older workers into retirement does not free jobs for young unemployed workers. They show that the gap between salaries and productivity is an incentive for employers to rid themselves of older workers and argue that governments should not support this behavior by compensating older workers for the difference between severance payments and salaries in early retirement programs.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| 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