Social Democracy After the Cold War
Bibliographic record
Abstract
The contributions to this volume provide a comprehensive examination of a politics that has come to be identified as the "new" social democracy. What makes this historic political movement, with its origins in the late nineteenth century, "new" is the transformation that has occurred in its politics, policy, and ideology since the 1980s, but especially through the 1990s. Of course, social democracy has reinvented itself before. Its original ideological roots, at least in Europe, were broadly Marxist, and its political base was the urban working class. In the postwar era, however, shaped by the Cold War and the brutalities of Stalinism, this heritage was largely jettisoned and replaced with a form of progressive Keynesianism and an increasingly heterodox political base that included a growing number of professionals. The social democracy we see today has now abandoned even that commitment to a mixed economy characterized by significant but not dominant public ownership and redistributive social and economic policies. What distinguishes the new social democracy is an embrace of its new "modern" role as a manager of neoliberal restructuring.
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.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.010 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.000 | 0.007 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".