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 When Sheldon Wolin’s Politics and Vision was first published in 1960, the dominance of liberalism, democratic pluralism, and behavioralism had thrown the discipline of political theory into an existential crisis. Politics and Vision interpreted the history of political thought as a series of visions of commonality (of “the political”), ultimately arguing that modern liberalism had disavowed this dimension of experience in dangerous ways. In urging readers to offer new political visions, and particularly to re-imagine equality through the concept of citizenship, it galvanized theorists of the Left at a crucial moment. Indeed, the text continues to inspire newcomers to the field, exemplifying the power of historically engaged political thought to expose contemporary dilemmas. When the book was reissued with new chapters in 2004, however, Wolin had moved beyond his early appeal to citizenship to envision a theory of radical democracy at odds with corporate capitalism and the modern state.
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 | 0.000 | 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 | 0.002 |
| 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