The Segmented Third Rail: The Politics of Social Security from Carter to Obama
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 Social Security is widely known as “The Third Rail of American Politics” and the program has proved been remarkably stable and politically resilient, over time. While true, this basic story about the institutional stability of Social Security in the US should not hide the segmented, discontinuous nature of its politics over the last four decades. As suggested in this article, the changing nature of Social Security politics is reflected in the variety of the policy options debated, which range from incremental benefit cuts and revenue increases adopted during the Carter and the Reagan years to structural, path-shifting proposals associated with the idea of Social Security privatization, which only became a mainstream policy alternative during the Clinton years. The following analysis explores the debate about these diverse policy alternatives, if and when they entered the federal policy agenda during the periods under consideration.
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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 | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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